{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Differential Expression analysis between P1 & P2\n",
    "\n",
    "1. Run through the 10x Cellranger pipeline and velocyto for single cell RNAseq quatification and using (2) guides quantifiction. all found in the cellranger files folder **bash**\n",
    "2.  Guide Calling for dual guide. Use repogle method to take molecule.h5 generated by cellranger and py to run through repogle version of guide calling or use cellranger_guidecalling.ipynb for Direct Capture Perturb-Seq dual guide. Formed guide-specific lists of cells.\n",
    "3. Pseudobulk analysis.\n",
    "    A. Seperation of guide-specific fastq files. **bash**\n",
    "    B. Whippet pseudobulk for transcript specific analysis, post UMI deduplication.  **bash**\n",
    "    C. Transcript quality control. **R**\n",
    "    D. Whippet result visualisation.\n",
    "4. Normalisation of adata object and E-distance of KD\n",
    "5. Check gene and neighboring gene expression\n",
    "6. Create individual umaps per gene of interest\n",
    "    A. UMAPs \n",
    "    B. Rand Index score\n",
    "7. Cell phase assignment model from FUCCI-matched single cell paper (GSE146773)\n",
    "8. **Differential Expression analysis.**\n",
    "    A. Find the shared P1 and P2 genes. \n",
    "    B. Check the shared P1 and P2 across different protospacers with the same A/B and C/D.\n",
    "9.  CNV Score & Numbat to quantify and Velocity quantification with loom file\n",
    "10. ESR1-specific analysis from proliferation analysis to rt-qpcr\n",
    "11.  Spectra analysis and visualisation for pathway enrichment"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It performs the Systematic Differential Expression (DE) Analysis requested by reviewers to quantify and compare the transcriptional effects of P1 and P2 promoter knockdowns. \n",
    "The notebook identifies which genes change significantly in expression following the knockdown of a specific promoter compared to non-targeting controls (NTC).\n",
    "\n",
    "Methodology: It utilizes the scanpy.tl.rank_genes_groups function, applying a t-test or Mann-Whitney U test (Z-score) to identify differentially expressed genes (DEGs).\n",
    "\n",
    "Filtering Criteria: DEGs are strictly filtered based on a $log_{2}FC > 0.5$, an adjusted p-value $< 0.05$, and a requirement that the gene is expressed in $> 10\\%$ of the cells in the perturbed population."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n",
      "Scanpy 1.10.3\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%matplotlib inline\n",
    "%autoreload 2\n",
    "#general\n",
    "import scanpy as sc\n",
    "import matplotlib.pyplot as pl\n",
    "import anndata as ad\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import hdf5plugin\n",
    "import gseapy as gp\n",
    "\n",
    "#form a location\n",
    "loc=\"../alt-prom-crispr-fiveprime/\"\n",
    "\n",
    "import seaborn as sns\n",
    "from tqdm.notebook import tqdm\n",
    "import scperturb\n",
    "import sys\n",
    "sys.path.append(loc+'scripts/')\n",
    "from apu_analysis import *\n",
    "import scperturb\n",
    "import infercnvpy as cnv\n",
    "from apu_analysis.cell_import import CellPopulation\n",
    "from IPython.display import clear_output\n",
    "pd.options.display.float_format = '{:.4f}'.format\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "#for this python\n",
    "from scipy.special import rel_entr\n",
    "import sklearn.cluster as cluster\n",
    "import umap\n",
    "from scipy import stats\n",
    "from scipy.stats import bootstrap\n",
    "import statsmodels.api as sm\n",
    "from statsmodels.stats.multitest import multipletests\n",
    "from numpy import reshape\n",
    "from numpy import array\n",
    "from sklearn.decomposition import PCA\n",
    "import scipy.stats as stats\n",
    "from scipy.stats import ttest_ind\n",
    "from statsmodels.stats.multitest import multipletests\n",
    "from scipy.stats import mannwhitneyu\n",
    "\n",
    "# Taken from: \n",
    "# Adamson, B.A., Norman, T.M., *et al.* \"A multiplexed CRISPR screening platform enables systematic dissection of the unfolded protein response\", *Cell*, 2016.\n",
    "# My experiment deals with two KDs- one of the MP, one of the AP using two guides. Positve controls include GINS1 ect. This is a combnatorial KD double for the same gene. No treatments were used\n",
    "\n",
    "# colours using garvan \n",
    "color1 ='#4d00c7'\n",
    "palecolor1=\"#b366ff\"\n",
    "color2= '#da3c07'\n",
    "palecolor2=\"#ff8954\"\n",
    "color3='#05d3d3'\n",
    "color4='#c6c7c5'\n",
    "color4=\"#434541\"\n",
    "color5=\"#eb31e1\"\n",
    "color6=\"#3175eb\"\n",
    "color7=\"#a7eb31\"\n",
    "color8=\"#b366ff\"\n",
    "color9=\"#ff8954\"\n",
    "color10=\"#35c9d4\"\n",
    "\n",
    "def run_gsea_for_gene(adata, gene):\n",
    "    print(gene)\n",
    "\n",
    "    gene_AP = gene + \"_AP\"\n",
    "    gene_MP = gene + \"_MP\"\n",
    "\n",
    "    # ---------- MP GUIDE ----------\n",
    "    # get full DE table (NO pval/logFC cutoff for GSEA)\n",
    "    MP_rank = sc.get.rank_genes_groups_df(adata, group=gene_MP, pval_cutoff=None)\n",
    "\n",
    "    # make a 2-column ranking like your STIM example:\n",
    "    #   [names, logfoldchanges]\n",
    "    mp_rnk = MP_rank.loc[:, [\"names\", \"logfoldchanges\"]].dropna()\n",
    "\n",
    "    # run prerank\n",
    "    pre_res_mp = gp.prerank(\n",
    "        rnk=mp_rnk,                 # DataFrame with [gene, score]\n",
    "        gene_sets=\"GO_Biological_Process_2021\",      # or your favourite collection\n",
    "        outdir=None,                # don't write files\n",
    "        seed=123\n",
    "    )\n",
    "\n",
    "    # grab the result table\n",
    "    mp_res_df = pre_res_mp.res2d.copy()\n",
    "    mp_res_df[\"Target_Gene\"] = gene\n",
    "    mp_res_df[\"Guide\"] = gene_MP\n",
    "    # classify direction by NES sign\n",
    "    mp_res_df[\"Direction\"] = np.where(mp_res_df[\"NES\"] > 0, \"Up\", \"Down\")\n",
    "    gsea_results.append(mp_res_df)\n",
    "\n",
    "    # ---------- AP GUIDE ----------\n",
    "    AP_rank = sc.get.rank_genes_groups_df(adata, group=gene_AP, pval_cutoff=None)\n",
    "    ap_rnk = AP_rank.loc[:, [\"names\", \"logfoldchanges\"]].dropna()\n",
    "\n",
    "    pre_res_ap = gp.prerank(\n",
    "        rnk=ap_rnk,\n",
    "        gene_sets=\"GO_Biological_Process_2021\",\n",
    "        outdir=None,\n",
    "        seed=123\n",
    "    )\n",
    "\n",
    "    ap_res_df = pre_res_ap.res2d.copy()\n",
    "    ap_res_df[\"Target_Gene\"] = gene\n",
    "    ap_res_df[\"Guide\"] = gene_AP\n",
    "    ap_res_df[\"Direction\"] = np.where(ap_res_df[\"NES\"] > 0, \"Up\", \"Down\")\n",
    "    #add together ap_ res_df and mp_res_df\n",
    "    combined_res_df = pd.concat([mp_res_df, ap_res_df], ignore_index=True)\n",
    "    return combined_res_df ,pre_res_ap, pre_res_mp\n",
    "\n",
    "FDR = 0.05\n",
    "LOG_FOLD_CHANGE = 0.5\n",
    "\n",
    "# Create the color palette\n",
    "palette = sns.color_palette([palecolor1,palecolor2,color3,color4])\n",
    "palette2 = sns.color_palette([color1, color2, palecolor1, palecolor2,color5,color6 ,color7])\n",
    "\n",
    "# # Create the color palette\n",
    "# palette = sns.color_palette([color1, color2,color3])\n",
    "new_palette = sns.color_palette([color1, color2,color1, color2,color1, color2,color1, color2,color1, color2,color1, color2, color3, color4])\n",
    "\n",
    "from random import randrange\n",
    "pvalue=0.05\n",
    "\n",
    "print(\"Scanpy\", sc.__version__)\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "... storing 'guide_assignment_simple' as categorical\n"
     ]
    }
   ],
   "source": [
    "%%capture\n",
    "adata = ad.read_h5ad(loc+\"files/adata_normalised_cellcycle.h5ad\")\n",
    "#set the directio\n",
    "#perform log1p on the data\n",
    "adata.obs[\"guide_assignment_simple\"]=np.where(((adata.obs[\"guide_assignment\"].str.startswith(\"non\"))|(adata.obs[\"guide_assignment\"].str.startswith(\"Non\"))), \"non-targeting\", adata.obs[\"guide_assignment\"])\n",
    "gene_list_select=adata.obs[\"guide_assignment_simple\"][adata.obs[\"guide_assignment_simple\"]!=\"non-targeting\"].drop_duplicates().tolist()\n",
    "# sc.tl.rank_genes_groups(adata, 'guide_assignment_simple', groups=gene_list_select,reference=\"non-targeting\", method='wilcoxon', use_raw=False)\n",
    "sc.tl.rank_genes_groups(adata, 'guide_assignment_simple', groups=gene_list_select,reference=\"non-targeting\", method='t-test', use_raw=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "#get the differentially expressed genes\n",
    "# %%capture \n",
    "gene_list=[]\n",
    "pvalue=0.05\n",
    "number=1000\n",
    "sortby=\"pvals_adj_1\"\n",
    "min_fc=0.5\n",
    "#get the highly_variable genes\n",
    "extract_highly_variable_genes=adata.var[adata.var[\"highly_variable\"]==True].index\n",
    "gene_list_recursive=adata.obs[\"perturbation\"][adata.obs[\"guide_id\"]!=\"non-targeting_Control\"].drop_duplicates().values\n",
    "#remove ARNT and if gene_A CSNK1E"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "#get the differentially expressed genes\n",
    "# %%capture \n",
    "gene_list=[]\n",
    "pvalue=0.05\n",
    "logFC=0.5\n",
    "number=1000\n",
    "sortby=\"rank_1\"\n",
    "min_fc=1\n",
    "#get the highly_variable genes\n",
    "extract_highly_variable_genes=adata.var[adata.var[\"highly_variable\"]==True].index\n",
    "gene_list_recursive=adata.obs[\"perturbation\"][adata.obs[\"guide_id\"]!=\"non-targeting_Control\"].drop_duplicates().values\n",
    "#remove ARNT and if gene_A CSNK1E\n",
    "gene_list_recursive=gene_list_recursive[~gene_list_recursive.isin([\"ARNT\",\"CSNK1E\"])]\n",
    "for gene in adata.obs[\"perturbation\"][(adata.obs[\"guide_id\"]!=\"non-targeting_Control\") & (adata.obs[\"successfulKD\"]==\"True\")].drop_duplicates().values:\n",
    "    # print(gene)\n",
    "    #AP\n",
    "    gene_AP=gene+\"_AP\"\n",
    "    if gene_AP not in adata.obs[\"guide_id\"][adata.obs[\"guide_id\"]!=\"non-targeting_Control\"].drop_duplicates().values:\n",
    "        continue\n",
    "    elif gene in [\"ARNT\"]:\n",
    "        print(\"ARNT\")\n",
    "    else:\n",
    "        for promoter in [\"MP\",\"AP\"]:\n",
    "            gene_promoter=gene+\"_\"+promoter+\"_\"+str(1)\n",
    "            gene_promoter_2=gene+\"_\"+promoter+\"_\"+str(2)\n",
    "            gene_promoter_random_1=gene_list_recursive[randrange(len(gene_list_recursive))]+\"_\"+promoter+\"_\"+str(1)\n",
    "            gene_promoter_random_2=gene_list_recursive[randrange(len(gene_list_recursive))]+\"_\"+promoter+\"_\"+str(2)\n",
    "            ##form a dataframe with custom colummns \n",
    "            #subset random gene from gene list\n",
    "            protospacer_1= sc.get.rank_genes_groups_df(adata, group=gene_promoter,pval_cutoff=pvalue)\n",
    "            #order by the absolute value of the logfoldchange\n",
    "            protospacer_1[\"abs_logfoldchanges\"]=protospacer_1[\"logfoldchanges\"].abs()\n",
    "            protospacer_1.sort_values(by=\"abs_logfoldchanges\",ascending=False,inplace=True)\n",
    "            #add a rank column\n",
    "            protospacer_1[\"rank\"]=range(1,len(protospacer_1)+1)\n",
    "            protospacer_2= sc.get.rank_genes_groups_df(adata, group=gene_promoter_2,pval_cutoff=pvalue)\n",
    "            protospacer_2[\"abs_logfoldchanges\"]=protospacer_2[\"logfoldchanges\"].abs()\n",
    "            protospacer_2.sort_values(by=\"abs_logfoldchanges\",ascending=False,inplace=True)\n",
    "            #add a rank column\n",
    "            protospacer_2[\"rank\"]=range(1,len(protospacer_2)+1)\n",
    "            protospacer_1_random= sc.get.rank_genes_groups_df(adata, group=gene_promoter_random_1,pval_cutoff=pvalue)\n",
    "            protospacer_1_random[\"abs_logfoldchanges\"]=protospacer_1_random[\"logfoldchanges\"].abs()\n",
    "            protospacer_1_random.sort_values(by=\"abs_logfoldchanges\",ascending=False,inplace=True)\n",
    "            #add a rank column\n",
    "            protospacer_1_random[\"rank\"]=range(1,len(protospacer_1_random)+1)\n",
    "            protospacer_2_random= sc.get.rank_genes_groups_df(adata, group=gene_promoter_random_2,pval_cutoff=pvalue)\n",
    "            protospacer_2_random[\"abs_logfoldchanges\"]=protospacer_2_random[\"logfoldchanges\"].abs()\n",
    "            protospacer_2_random.sort_values(by=\"abs_logfoldchanges\",ascending=False,inplace=True)\n",
    "            #add a rank column\n",
    "            protospacer_2_random[\"rank\"]=range(1,len(protospacer_2_random)+1)\n",
    "            gene_df=protospacer_1.merge(protospacer_2, on=\"names\", how=\"left\", suffixes=('_1', '_2')).dropna()\n",
    "            #filter for highly variable genes\n",
    "            gene_df_random_1=protospacer_1.merge(protospacer_1_random, on=\"names\", how=\"left\", suffixes=('_1', '_2')).dropna()\n",
    "            gene_df_random_2=protospacer_1.merge(protospacer_2_random, on=\"names\", how=\"left\", suffixes=('_1', '_2')).dropna()\n",
    "            rank_columns=[\"rank_1\",\"rank_2\"]\n",
    "            #get the correlation for  scores_1 and scores_2 for corr\n",
    "            correlation_1=gene_df.sort_values(by=sortby, ascending=True)[rank_columns].corr(method='spearman',numeric_only=True)\n",
    "            correlation_random_1=gene_df_random_1.sort_values(by=sortby, ascending=True)[rank_columns].corr(method='spearman',numeric_only=True)\n",
    "            correlation_random_2=gene_df_random_2.sort_values(by=sortby, ascending=True)[rank_columns].corr(method='spearman',numeric_only=True)\n",
    "            #create a row wtht he gene name \n",
    "            gene_list_row=[gene,promoter]\n",
    "            gene_list_row.extend([correlation_1.loc[\"rank_1\",\"rank_2\"],correlation_random_1.loc[\"rank_1\",\"rank_2\"],correlation_random_2.loc[\"rank_1\",\"rank_2\"]])\n",
    "            gene_list.append(gene_list_row)\n",
    "            \n",
    "\n",
    "#flatten list of lists into dataframe\n",
    "gene_df_final=pd.DataFrame(gene_list, columns=[\"gene\",\"promoter\",\"scores_1_targeted\",\"scores_1_random\",\"scores_2_random\"])     \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AHCYL1\n",
      "SP1\n",
      "TGIF1\n",
      "YWHAZ\n",
      "P4HB\n",
      "NCOR2\n",
      "JARID2\n",
      "ESR1\n",
      "PA2G4\n",
      "GPBP1\n",
      "DHX30\n",
      "SAFB\n",
      "NFE2L2\n",
      "CHD8\n",
      "SIN3A\n",
      "PSMC5\n",
      "RC3H2\n",
      "ZNF3\n",
      "GTF2F1\n",
      "ADAR\n",
      "NR2F2\n",
      "BZW1\n",
      "FHL2\n",
      "SET\n",
      "MYBBP1A\n",
      "CUX1\n",
      "NBN\n",
      "CALR\n",
      "APP\n",
      "STAG2\n",
      "PKM\n",
      "BRIP1\n",
      "GATA3\n",
      "RBM47\n"
     ]
    }
   ],
   "source": [
    "#get the differentially expressed genes\n",
    "# %%capture \n",
    "# pvalue=0.05\n",
    "gene_list=[]\n",
    "gene_list_recursive=adata.obs[\"perturbation\"][adata.obs[\"guide_id\"]!=\"non-targeting_Control\"].drop_duplicates().values\n",
    "#remove ARNT and if gene_A CSNK1E\n",
    "gene_list_recursive=gene_list_recursive[~gene_list_recursive.isin([\"ARNT\",\"CSNK1E\"])]\n",
    "for gene in adata.obs[\"perturbation\"][(adata.obs[\"guide_id\"]!=\"non-targeting_Control\") & (adata.obs[\"successfulKD\"]==\"True\")].drop_duplicates().values:\n",
    "    print(gene)\n",
    "    #AP\n",
    "    gene_AP=gene+\"_AP\"\n",
    "    if gene_AP not in adata.obs[\"guide_id\"][adata.obs[\"guide_id\"]!=\"non-targeting_Control\"].drop_duplicates().values:\n",
    "        continue\n",
    "    elif gene in [\"ARNT\"]:\n",
    "        print(\"ARNT\")\n",
    "    else:\n",
    "        for promoter in [\"MP\",\"AP\"]:\n",
    "            gene_promoter=gene+\"_\"+promoter+\"_\"+str(1)\n",
    "            protospacer_1= sc.get.rank_genes_groups_df(adata, group=gene_promoter,pval_cutoff=pvalue)\n",
    "            protospacer_1=protospacer_1['names'].values\n",
    "            \n",
    "            gene_promoter=gene+\"_\"+promoter+\"_\"+str(2)\n",
    "            protospacer_2= sc.get.rank_genes_groups_df(adata, group=gene_promoter,pval_cutoff=pvalue)\n",
    "            protospacer_2=protospacer_2['names'].values\n",
    "            \n",
    "            gene_promoter=gene_list_recursive[randrange(len(gene_list_recursive))]+\"_\"+promoter+\"_\"+str(1)\n",
    "            protospacer_1_random= sc.get.rank_genes_groups_df(adata, group=gene_promoter,pval_cutoff=pvalue)\n",
    "            protospacer_1_random=protospacer_1_random[\"names\"].values\n",
    "\n",
    "            gene_promoter=gene_list_recursive[randrange(len(gene_list_recursive))]+\"_\"+promoter+\"_\"+str(2)\n",
    "            protospacer_2_random= sc.get.rank_genes_groups_df(adata, group=gene_promoter,pval_cutoff=pvalue)\n",
    "            protospacer_2_random=protospacer_2_random[\"names\"].values\n",
    "            \n",
    "            \n",
    "            overlap = [x for x in protospacer_1 if x in protospacer_2]\n",
    "            overlap_random_1 = [x for x in overlap if x in protospacer_1_random]\n",
    "            overlap_random_2 = [x for x in overlap if x in protospacer_2_random]\n",
    "            #if overlap protospacer_1 protospacer_2 overlap_random_2 overlap_random_1 = 0 set to 1\n",
    "            # print(protospacer_1,protospacer_2,overlap,overlap_random_1,overlap_random_2)\n",
    "            try: \n",
    "                overlap_1=len(overlap)/len(protospacer_1)\n",
    "                overlap_2=len(overlap)/len(protospacer_2)\n",
    "                overlap_random_1=len(overlap_random_1)/len(protospacer_1_random)\n",
    "                overlap_random_2=len(overlap_random_2)/len(protospacer_2_random)\n",
    "            except ZeroDivisionError:\n",
    "                overlap_1=0\n",
    "                overlap_2=0\n",
    "                overlap_random_1=0\n",
    "                overlap_random_2=0\n",
    "            \n",
    "            gene_df=pd.DataFrame([[gene,promoter,overlap_1,overlap_2,overlap_random_1,overlap_random_2]])\n",
    "            # gene_df_details=pd.DataFrame([[gene,promoter,protospacer_1,protospacer_2,overlap,len(protospacer_1),len(protospacer_2),len(overlap)]])\n",
    "\n",
    "            # print(gene_df.shape)\n",
    "            gene_list.append(gene_df)\n",
    "            # break\n",
    "\n",
    "\n",
    "# col_names=[\"Gene\",\"Promoter\",\"Protospacer_1\",\"Protospacer_2\",\"Overlap\",\"Protospacer_Random_1\",\"Protospacer_Random_2\"]\n",
    "#add col_names\n",
    "col_names=[\"Gene\",\"Promoter\",\"Overlap_1\",\"Overlap_2\",\"Overlap_Random_1\",\"Overlap_Random_2\"]\n",
    "all=pd.DataFrame(pd.concat(gene_list))\n",
    "all.columns=col_names\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TtestResult(statistic=-1.200758436011414, pvalue=0.23196364293947955, df=133.97197243239725)\n",
      "TtestResult(statistic=-0.8170297166398177, pvalue=0.4153781706070453, df=132.49121568852897)\n",
      "TtestResult(statistic=10.428675297500293, pvalue=2.596256035375967e-18, df=114.67625808804517)\n",
      "TtestResult(statistic=10.723518386158062, pvalue=2.9404501919466304e-19, df=120.79414195321442)\n"
     ]
    }
   ],
   "source": [
    "#get the tests between two unpaired parametric groups\n",
    "#melt for random\n",
    "all_melt=all.melt(id_vars=[\"Gene\",\"Promoter\"])\n",
    "all.index=all[\"Gene\"]+\"_\"+all[\"Promoter\"]   \n",
    "print(stats.ttest_ind(all[\"Overlap_1\"],all[\"Overlap_2\"],equal_var=False))\n",
    "print(stats.ttest_ind(all[\"Overlap_Random_1\"],all[\"Overlap_Random_2\"],equal_var=False))\n",
    "print(stats.ttest_ind(all[\"Overlap_1\"],all[\"Overlap_Random_1\"],equal_var=False))\n",
    "print(stats.ttest_ind(all[\"Overlap_2\"],all[\"Overlap_Random_2\"],equal_var=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A central goal of this notebook is to determine the degree of overlap between the pathways regulated by different promoters of the same gene.\n",
    "\n",
    "\n",
    "\n",
    "Limited Overlap: The analysis reveals that for most genes, there is minimal overlap between the DEGs affected by P1 versus P2 knockdown. This supports the conclusion that alternative promoters regulate largely distinct downstream pathways.\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "Z-Score Correlation: For the small subset of shared DEGs, the notebook calculates Pearson correlations of Z-scores. As shown in the study, these shared genes typically show high positive correlations, indicating a coherent regulatory response even when the number of shared genes is small."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#plot the overlap between the two guides\n",
    "sns.set(style=\"white\")\n",
    "sns.set_context(\"talk\")\n",
    "fig, ax = plt.subplots(figsize=(8, 5))\n",
    "#show the percentage over \"Overlap_length\"/\"Protospacer_1_length\"\n",
    "sns.kdeplot(data=all_melt,x=\"value\",hue=\"variable\",palette=new_pallete,  \n",
    ")\n",
    "#save plot\n",
    "plt.savefig(loc+\"figures/overlap_gene_signature.pdf\")\n",
    "gene_list_select=adata.obs[\"guide_id\"][adata.obs[\"guide_id\"]!=\"non-targeting_Control\"].drop_duplicates().values\n",
    "sc.tl.rank_genes_groups(adata, 'guide_id', groups=gene_list_select.to_list(),reference=\"non-targeting_Control\", method='t-test')\n",
    "genelist=adata.obs['guide_id'].drop_duplicates().tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "# comp_gene_list MP vs AP summary table for each candidate gene\n",
    "# all_genes_df full DE results for all guides (MP and AP)\n",
    "# all_genes_df_filt statistically significant DEGs used for downstream signature analysis\n",
    "\n",
    "sc.tl.rank_genes_groups(adata, 'guide_id',groups=genelist, reference=\"non-targeting_Control\", use_raw=False, pts=0.1)\n",
    "\n",
    "#get target gene logfoldchanges\n",
    "#get the differentially expressed genes \n",
    "gene_list=[]\n",
    "comp_gene_list=[]\n",
    "\n",
    "for gene in adata.obs[\"perturbation\"][(adata.obs[\"guide_id\"]!=\"non-targeting_Control\")& (adata.obs[\"successfulKD\"]==\"True\")].drop_duplicates().values:\n",
    "    # print(gene)\n",
    "    #AP\n",
    "    gene_AP=gene+\"_AP\"\n",
    "    gene_MP=gene+\"_MP\"\n",
    "\n",
    "    if gene_AP not in adata.obs[\"guide_id\"][(adata.obs[\"guide_id\"]!=\"non-targeting_Control\")& (adata.obs[\"successfulKD\"]==\"True\")].drop_duplicates().values:\n",
    "        continue\n",
    "    else:\n",
    "        ##form a dataframe with custom colummns \n",
    "        MP = sc.get.rank_genes_groups_df(adata, group=gene_MP)\n",
    "        MP_filt = MP[(MP[\"names\"]==gene)]\n",
    "        AP = sc.get.rank_genes_groups_df(adata, group=gene_AP)        \n",
    "        AP_filt = AP[(AP[\"names\"]==gene)]\n",
    "        #do it for every gene \n",
    "        MP[\"targeted_gene\"]=gene_MP\n",
    "        AP[\"targeted_gene\"]=gene_AP\n",
    "        gene_list.append(MP)\n",
    "        gene_list.append(AP)\n",
    "        promoter_line=[gene,MP[\"scores\"].values[0],MP[\"logfoldchanges\"].values[0],MP[\"pvals_adj\"].values[0],AP[\"scores\"].values[0],AP[\"logfoldchanges\"].values[0],AP[\"pvals_adj\"].values[0]]\n",
    "        comp_gene_list.append(promoter_line)\n",
    "#convert to dataframe\n",
    "comp_gene_list=pd.DataFrame(comp_gene_list, columns=[\"gene\",\"MP_zscore\",\"MP_logfoldchange\",\"MP_pvalue\",\"AP_zscore\",\"AP_logfoldchange\",\"AP_pvalue\"])\n",
    "\n",
    "#merge all gene dfs\n",
    "all_genes_df=pd.DataFrame(pd.concat(gene_list))\n",
    "#change the column names\n",
    "all_genes_df.columns=[\"gene\",\"scores\",\"logfoldchanges\",\"pvals\",\"pvals_adj\",\"pct_nz_group\",\"targeted_gene\"]\n",
    "#filter for logfoldchange > 0.5 and pvalue < 0.05\n",
    "all_genes_df_filt=all_genes_df[(all_genes_df[\"pvals_adj\"]<0.05) & (all_genes_df[\"logfoldchanges\"].abs()>0.5)]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "# Run DE once\n",
    "# all  → Summary of MP/AP DEG counts & correlations (one row per target gene)\n",
    "# directional_genes_df → Up- and down-regulated DEG signatures per target\n",
    "# all_filt → Summary table filtered for successful KD\n",
    "\n",
    "gene_list = []          # per-target summary (MP/AP counts, overlap, correlation)\n",
    "comp_gene_list = []     # full DE tables for each MP/AP guide\n",
    "directional_genes = []  # per-target, per-direction summary (Up / Down)\n",
    "\n",
    "# Cache valid guides to avoid recomputing each loop\n",
    "valid_guides = adata.obs.loc[\n",
    "    adata.obs[\"guide_id\"] != \"non-targeting_Control\", \"guide_id\"\n",
    "].drop_duplicates().values\n",
    "\n",
    "perturbations = adata.obs.loc[\n",
    "    adata.obs[\"guide_id\"] != \"non-targeting_Control\", \"perturbation\"\n",
    "].drop_duplicates().values\n",
    "\n",
    "for gene in perturbations:\n",
    "    print(gene)\n",
    "\n",
    "    gene_AP = gene + \"_AP\"\n",
    "    gene_MP = gene + \"_MP\"\n",
    "\n",
    "    # skip if there is no AP guide for this gene\n",
    "    if gene_AP not in valid_guides:\n",
    "        continue\n",
    "\n",
    "    # ------- MP -------\n",
    "    MP = sc.get.rank_genes_groups_df(adata, group=gene_MP, pval_cutoff=0.05)\n",
    "    MP = MP[MP[\"logfoldchanges\"].abs() > 0.5]\n",
    "    MP_names = MP[\"names\"].values\n",
    "\n",
    "    MP_up = MP[MP[\"logfoldchanges\"] > 0]\n",
    "    MP_up_names = MP_up[\"names\"].values\n",
    "\n",
    "    MP_down = MP[MP[\"logfoldchanges\"] < 0]\n",
    "    MP_down_names = MP_down[\"names\"].values\n",
    "\n",
    "    # ------- AP -------\n",
    "    AP = sc.get.rank_genes_groups_df(adata, group=gene_AP, pval_cutoff=0.05)\n",
    "    AP = AP[AP[\"logfoldchanges\"].abs() > 0.5]\n",
    "    AP_names = AP[\"names\"].values\n",
    "\n",
    "    AP_up = AP[AP[\"logfoldchanges\"] > 0]\n",
    "    AP_up_names = AP_up[\"names\"].values\n",
    "\n",
    "    AP_down = AP[AP[\"logfoldchanges\"] < 0]\n",
    "    AP_down_names = AP_down[\"names\"].values\n",
    "\n",
    "    # ------- Overlaps -------\n",
    "    overlap       = [x for x in MP_names      if x in AP_names]\n",
    "    overlap_up    = [x for x in MP_up_names   if x in AP_up_names]\n",
    "    overlap_down  = [x for x in MP_down_names if x in AP_down_names]\n",
    "\n",
    "    # correlation of scores for overlapping genes (MP vs AP)\n",
    "    correlation_value = None\n",
    "    if len(overlap) > 1:\n",
    "        corr_df = MP[MP[\"names\"].isin(overlap)].merge(\n",
    "            AP[AP[\"names\"].isin(overlap)],\n",
    "            on=\"names\",\n",
    "            how=\"inner\",\n",
    "            suffixes=(\"_MP\", \"_AP\")\n",
    "        )\n",
    "        corr_mat = corr_df[[\"scores_MP\", \"scores_AP\"]].corr(\n",
    "            method=\"pearson\", numeric_only=True\n",
    "        )\n",
    "        correlation_value = corr_mat.loc[\"scores_MP\", \"scores_AP\"]\n",
    "    else:\n",
    "        correlation_value = float(\"nan\")\n",
    "\n",
    "    # ------- per-gene summary row -------\n",
    "    gene_row = pd.DataFrame(\n",
    "        [[\n",
    "            gene,\n",
    "            MP_names,\n",
    "            AP_names,\n",
    "            overlap,\n",
    "            len(MP_names),\n",
    "            len(AP_names),\n",
    "            len(overlap),\n",
    "            correlation_value\n",
    "        ]]\n",
    "    )\n",
    "    gene_list.append(gene_row)\n",
    "\n",
    "    # ------- directional (Up / Down) rows -------\n",
    "    gene_direction_df = pd.DataFrame(\n",
    "        [\n",
    "            [\n",
    "                gene,\n",
    "                MP_up_names,\n",
    "                AP_up_names,\n",
    "                overlap_up,\n",
    "                len(MP_up_names),\n",
    "                len(AP_up_names),\n",
    "                len(overlap_up),\n",
    "                \"Up\",\n",
    "            ],\n",
    "            [\n",
    "                gene,\n",
    "                MP_down_names,\n",
    "                AP_down_names,\n",
    "                overlap_down,\n",
    "                len(MP_down_names),\n",
    "                len(AP_down_names),\n",
    "                len(overlap_down),\n",
    "                \"Down\",\n",
    "            ],\n",
    "        ]\n",
    "    )\n",
    "    directional_genes.append(gene_direction_df)\n",
    "\n",
    "    # ------- full DE tables with guide labels -------\n",
    "    MP[\"Guide\"] = gene_MP\n",
    "    AP[\"Guide\"] = gene_AP\n",
    "    comp_gene_list.append(MP)\n",
    "    comp_gene_list.append(AP)\n",
    "\n",
    "# ---------- build final dataframes ----------\n",
    "\n",
    "col_names = [\n",
    "    \"Target_Gene\",\n",
    "    \"MP_Genes\",\n",
    "    \"AP_Genes\",\n",
    "    \"Overlap_Genes\",\n",
    "    \"MP_Gene_Num\",\n",
    "    \"AP_Gene_Num\",\n",
    "    \"Overlap_Gene_Num\",\n",
    "    \"correlation_value\",\n",
    "]\n",
    "all = pd.DataFrame(pd.concat(gene_list, ignore_index=True))\n",
    "all.columns = col_names\n",
    "\n",
    "# only directional\n",
    "directional_genes_df = pd.DataFrame(\n",
    "    pd.concat(directional_genes, ignore_index=True)\n",
    ")\n",
    "directional_genes_df.columns = [\n",
    "    \"Target_Gene\",\n",
    "    \"MP_Genes\",\n",
    "    \"AP_Genes\",\n",
    "    \"Overlap_Genes\",\n",
    "    \"MP_Gene_Num\",\n",
    "    \"AP_Gene_Num\",\n",
    "    \"Overlap_Gene_Num\",\n",
    "    \"Direction\",\n",
    "]\n",
    "\n",
    "# filter to successful KDs\n",
    "successful = adata.obs.loc[\n",
    "    adata.obs[\"successfulKD\"] == \"True\", \"gene\"\n",
    "].drop_duplicates().values\n",
    "\n",
    "directional_genes_df = directional_genes_df[\n",
    "    directional_genes_df[\"Target_Gene\"].isin(successful)\n",
    "]\n",
    "\n",
    "all_filt = all[all[\"Target_Gene\"].isin(successful)].reset_index(drop=True)\n",
    "\n",
    "# save if you want\n",
    "# all_filt.to_csv(loc+\"files/singlecell_shortread_analysis/differential_exp_list.csv\")\n",
    "all_filt.to_csv(loc+\"files/singlecell_shortread_analysis/differential_exp_list_corr.csv\")\n",
    "comp_gene_df = pd.concat(comp_gene_list, ignore_index=True)\n",
    "comp_gene_df.to_csv(loc+\"files/singlecell_shortread_analysis/differential_exp_fulltable.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "directional_genes_df.to_csv(loc+\"files/singlecell_shortread_analysis/differential_exp_directional_genes.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot all_filt \n",
    "#plot the correlation_value\n",
    "sns.histplot(data=all_filt, x=\"correlation_value\", bins=10, kde=True)\n",
    "plt.xlabel(\"Correlation between Z-Scores \\n from Overlapping DEGs in P1 and P2 \")\n",
    "plt.ylabel(\"Count of Target Genes\")\n",
    "#add the number of genes with a value not na and all the genes\n",
    "num_genes=len(all_filt)\n",
    "signif_genes=all_filt[all_filt[\"correlation_value\"].notna()]\n",
    "num_signif_genes=len(signif_genes)\n",
    "plt.text(0, 15, f'Significant n={num_signif_genes} / Total n={num_genes}', fontsize=12)\n",
    "# all_filt\n",
    "#save \n",
    "plt.savefig(loc+\"figures/correlation_DEG_Zscores_MP_AP.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "#save directional_genes_df to csv\n",
    "directional_genes_df.to_csv(loc+\"files/singlecell_shortread_analysis/differential_exp_directional_genes.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/r_/bqnt2f_d6919cz7v1yzx2ykc0000gn/T/ipykernel_22880/435962864.py:29: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.boxplot(\n",
      "/var/folders/r_/bqnt2f_d6919cz7v1yzx2ykc0000gn/T/ipykernel_22880/435962864.py:52: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.boxplot(\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# long format for plotting distributions\n",
    "long = directional_genes_df.melt(\n",
    "    id_vars=[\"Target_Gene\", \"Direction\"],\n",
    "    value_vars=[\"MP_Gene_Num\", \"AP_Gene_Num\", \"Overlap_Gene_Num\"],\n",
    "    var_name=\"Category\",\n",
    "    value_name=\"N_genes\"\n",
    ")\n",
    "\n",
    "# optional: nicer labels\n",
    "long[\"Category\"] = long[\"Category\"].map({\n",
    "    \"MP_Gene_Num\": \"P1\",\n",
    "    \"AP_Gene_Num\": \"P2\",\n",
    "    \"Overlap_Gene_Num\": \"Overlap\"\n",
    "})\n",
    "\n",
    "# Add log10 transform column\n",
    "long[\"log10_N_genes\"] = np.log10(long[\"N_genes\"]+1e-7)  # replaces 0 by 1\n",
    "#add log appropriate long[\"N_genes\"] by assigning it as +0.0000001\n",
    "#drop duplicates\n",
    "long[\"N_adj\"] = long[\"N_genes\"].replace(0, 0.1)\n",
    "\n",
    "long = long.drop_duplicates()\n",
    "\n",
    "fig, axes = plt.subplots(2, 1, figsize=(8, 10), sharex=True)\n",
    "#make the background axes lines\n",
    "sns.set_style(\"whitegrid\") \n",
    "\n",
    "# ---- UP ----\n",
    "sns.boxplot(\n",
    "    data=long[long[\"Direction\"] == \"Up\"],\n",
    "    x=\"Category\",\n",
    "    y=\"N_adj\",\n",
    "    showfliers=False,\n",
    "    palette=\"Set2\",\n",
    "    ax=axes[0]\n",
    ")\n",
    "sns.stripplot(\n",
    "    data=long[long[\"Direction\"] == \"Up\"],\n",
    "    x=\"Category\",\n",
    "    y=\"N_adj\",\n",
    "    color=\"black\",\n",
    "    alpha=0.5,\n",
    "    size=4,\n",
    "    ax=axes[0]\n",
    ")\n",
    "axes[0].set_title(\"Up-regulated DEGs (log10)\")\n",
    "axes[0].set_ylabel(\"# DE genes per target\")\n",
    "axes[0].set_xlabel(\"\")\n",
    "axes[0].set_yscale('log')\n",
    "\n",
    "# ---- DOWN ----\n",
    "sns.boxplot(\n",
    "    data=long[long[\"Direction\"] == \"Down\"],\n",
    "    x=\"Category\",\n",
    "    y=\"N_adj\",\n",
    "    palette=\"Set2\",\n",
    "    showfliers=False,\n",
    "    ax=axes[1]\n",
    ")\n",
    "sns.stripplot(\n",
    "    data=long[long[\"Direction\"] == \"Down\"],\n",
    "    x=\"Category\",\n",
    "    y=\"N_adj\",\n",
    "    color=\"black\",\n",
    "    alpha=0.5,\n",
    "    size=4,\n",
    "    ax=axes[1]\n",
    ")\n",
    "axes[1].set_yscale('log')\n",
    "axes[1].set_title(\"Down-regulated DEGs (log10)\")\n",
    "axes[1].set_ylabel(\"# DE genes per target\")\n",
    "axes[1].set_xlabel(\"Category\")\n",
    "#change 10-1 to 0 on y axis\n",
    "tick_vals = [0.1, 1, 10, 100]\n",
    "for ax in axes:\n",
    "    ax.set_yticks(tick_vals)\n",
    "    ax.set_yticklabels([\"0\", \"1\", \"10\", \"100\"])\n",
    "\n",
    "#repeat for both axes\n",
    "\n",
    "#save as pdf\n",
    "plt.savefig(loc+\"figures/DEG_counts_per_target_promoter.pdf\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Target_Gene</th>\n",
       "      <th>Direction</th>\n",
       "      <th>Category</th>\n",
       "      <th>N_genes</th>\n",
       "      <th>log10_N_genes</th>\n",
       "      <th>N_adj</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>MYBBP1A</td>\n",
       "      <td>Down</td>\n",
       "      <td>Overlap</td>\n",
       "      <td>33</td>\n",
       "      <td>1.5185</td>\n",
       "      <td>33.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>ESR1</td>\n",
       "      <td>Down</td>\n",
       "      <td>Overlap</td>\n",
       "      <td>21</td>\n",
       "      <td>1.3222</td>\n",
       "      <td>21.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>GATA3</td>\n",
       "      <td>Down</td>\n",
       "      <td>Overlap</td>\n",
       "      <td>20</td>\n",
       "      <td>1.3010</td>\n",
       "      <td>20.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>RBM47</td>\n",
       "      <td>Down</td>\n",
       "      <td>Overlap</td>\n",
       "      <td>18</td>\n",
       "      <td>1.2553</td>\n",
       "      <td>18.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>RC3H2</td>\n",
       "      <td>Down</td>\n",
       "      <td>Overlap</td>\n",
       "      <td>18</td>\n",
       "      <td>1.2553</td>\n",
       "      <td>18.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>JARID2</td>\n",
       "      <td>Down</td>\n",
       "      <td>Overlap</td>\n",
       "      <td>17</td>\n",
       "      <td>1.2304</td>\n",
       "      <td>17.0000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Target_Gene Direction Category  N_genes  log10_N_genes   N_adj\n",
       "185     MYBBP1A      Down  Overlap       33         1.5185 33.0000\n",
       "151        ESR1      Down  Overlap       21         1.3222 21.0000\n",
       "201       GATA3      Down  Overlap       20         1.3010 20.0000\n",
       "203       RBM47      Down  Overlap       18         1.2553 18.0000\n",
       "169       RC3H2      Down  Overlap       18         1.2553 18.0000\n",
       "149      JARID2      Down  Overlap       17         1.2304 17.0000"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#find the top overlapping genes\n",
    "long[(long[\"Direction\"] == \"Down\")&(long[\"Category\"]==\"Overlap\")].sort_values(by=\"N_genes\", ascending=False).head(6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(0, 7)\n",
      "Direction      Down   Up\n",
      "targeted_gene           \n",
      "ESR1_AP         634  355\n",
      "ESR1_MP         154    0\n",
      "Number of overlapping genes between ESR1_MP and ESR1_AP: 21\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/r_/bqnt2f_d6919cz7v1yzx2ykc0000gn/T/ipykernel_22880/1044356788.py:7: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  all_genes_df_esr1[\"Direction\"]=np.where(all_genes_df_esr1[\"logfoldchanges\"]>0, \"Up\",\"Down\")\n"
     ]
    }
   ],
   "source": [
    "#can check that there are no genes with logfoldchange between -0.5 and 0.5 ad that pvals_adj\n",
    "print(all_genes_df_filt[(all_genes_df_filt[\"logfoldchanges\"].abs()<=0.5) & (all_genes_df_filt[\"pvals_adj\"]<0.05)].shape)\n",
    "\n",
    "#chec number of genes with sig. DEG all_genes_df_filt ESR1_MP ESR1_AP\n",
    "#plot the distribution of logfoldchanges for ESR1_MP and ESR1_AP\n",
    "all_genes_df_esr1=all_genes_df_filt[all_genes_df_filt[\"targeted_gene\"].isin([\"ESR1_MP\",\"ESR1_AP\"])]\n",
    "all_genes_df_esr1[\"Direction\"]=np.where(all_genes_df_esr1[\"logfoldchanges\"]>0, \"Up\",\"Down\")\n",
    "#check the number of MP and AP genes per target gene and their overlap using \n",
    "number_of_genes=all_genes_df_esr1.groupby([\"targeted_gene\",\"Direction\"]).size().unstack(fill_value=0)\n",
    "#see the number of gene that overlap between MP and AP\n",
    "overlap_genes=all_genes_df_esr1[all_genes_df_esr1[\"targeted_gene\"]==\"ESR1_MP\"][\"gene\"].isin(all_genes_df_esr1[all_genes_df_esr1[\"targeted_gene\"]==\"ESR1_AP\"][\"gene\"])\n",
    "print(number_of_genes)\n",
    "print(\"Number of overlapping genes between ESR1_MP and ESR1_AP:\", overlap_genes.sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x300 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x300 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x300 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "genes_of_interest = [\"JARID2\", \"RC3H2\", \"RBM47\",\"GATA3\", \"ESR1\", \"MYBBP1A\"]\n",
    "\n",
    "plt.subplots_adjust(hspace=0.35, wspace=0.25)\n",
    "\n",
    "# Determine grid shape\n",
    "n = len(genes_of_interest)\n",
    "ncols = 2\n",
    "nrows = int(np.ceil(n / ncols))\n",
    "\n",
    "\n",
    "\n",
    "for i in range(nrows):\n",
    "    fig, axes = plt.subplots(\n",
    "        1, ncols,\n",
    "        figsize=(8 * ncols, 3 ),\n",
    "        sharey=False   # <-- keep y shared, but NOT x\n",
    "    )\n",
    "    axes = axes.flatten()\n",
    "    #sub genes_of_interest list for current row\n",
    "    row_genes_of_interest = genes_of_interest[i*ncols:(i+1)*ncols]\n",
    "    for ax, tg in zip(axes, row_genes_of_interest):\n",
    "\n",
    "        mp = (\n",
    "            all_genes_df_filt.loc[\n",
    "                all_genes_df_filt[\"targeted_gene\"] == f\"{tg}_MP\",\n",
    "                [\"gene\", \"scores\"]\n",
    "            ].rename(columns={\"scores\": \"score_MP\"})\n",
    "        )\n",
    "        ap = (\n",
    "            all_genes_df_filt.loc[\n",
    "                all_genes_df_filt[\"targeted_gene\"] == f\"{tg}_AP\",\n",
    "                [\"gene\", \"scores\"]\n",
    "            ].rename(columns={\"scores\": \"score_AP\"})\n",
    "        )\n",
    "\n",
    "        overlap = mp.merge(ap, on=\"gene\", how=\"inner\")\n",
    "\n",
    "        if overlap.empty:\n",
    "            ax.set_axis_off()\n",
    "            ax.set_title(f\"{tg}: no overlapping genes\", fontsize=10)\n",
    "            continue\n",
    "\n",
    "        r = overlap[\"score_MP\"].corr(overlap[\"score_AP\"])\n",
    "\n",
    "        # draw heatmap\n",
    "        sns.heatmap(\n",
    "            overlap.set_index(\"gene\").T,\n",
    "            cmap=\"vlag\",\n",
    "            center=0,\n",
    "            cbar_kws={\"label\": \"Z-Score\"},\n",
    "            ax=ax\n",
    "        )\n",
    "\n",
    "        # ---- force ALL gene labels to show ----\n",
    "        genes = overlap[\"gene\"].tolist()\n",
    "        ax.set_xticks(np.arange(len(genes)) + 0.05)        # centers of cells\n",
    "        ax.set_xticklabels(genes, rotation=60, ha=\"right\", fontsize=7)\n",
    "        ax.tick_params(axis='x', which='major', pad=2)\n",
    "        #remove yticklabels\n",
    "        ax.set_yticklabels(ax.get_yticklabels(), rotation=0, fontsize=8)\n",
    "\n",
    "        ax.set_title(f\"{tg}\\nn={len(overlap)}, r={r:.2f}\", fontsize=12)\n",
    "\n",
    "    plt.subplots_adjust(hspace=0.35, wspace=0.25)\n",
    "    #save\n",
    "    plt.savefig(loc+f\"figures/DEG_Zscore_heatmap_MP_AP_row{i+1}.pdf\")\n",
    "    plt.show()\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#change MP to P1 and AP to P2\n",
    "comp_gene_df[\"Guide\"] = comp_gene_df[\"Guide\"].str.replace(\"_MP\", \"_P1\")\n",
    "comp_gene_df[\"Guide\"] = comp_gene_df[\"Guide\"].str.replace(\"_AP\", \"_P2\")\n",
    "pivot_df = comp_gene_df.pivot_table(\n",
    "    index=\"names\",\n",
    "    columns=\"Guide\",\n",
    "    values=\"logfoldchanges\",\n",
    "    aggfunc=\"median\"\n",
    ")\n",
    "\n",
    "pivot_df = pivot_df.fillna(0)\n",
    "\n",
    "sns.set(style=\"white\")\n",
    "#make figure larger\n",
    "plt.figure(figsize=(8, 4))\n",
    "#make max and min +2 and -2\n",
    "vmax = 2\n",
    "vmin = -2\n",
    "\n",
    "sns.heatmap(\n",
    "    pivot_df,\n",
    "    cmap=\"coolwarm\",\n",
    "    center=0,\n",
    "    linewidths=0,\n",
    "    xticklabels=True,\n",
    "    yticklabels=False,   # set to True if you want labels (but 17k genes = unreadable)\n",
    "    vmax=vmax,\n",
    "    vmin=vmin\n",
    ")\n",
    "plt.title(\"LogFC Heatmap for all guides\")\n",
    "plt.xlabel(\"Guide\")\n",
    "plt.ylabel(\"Genes\")\n",
    "#remove vadj\n",
    "plt.tight_layout()\n",
    "#make x smaller size\n",
    "plt.xticks(fontsize=5)\n",
    "#add colorbar label titlee saying Log Fold Change\n",
    "cbar = plt.gcf().axes[-1]\n",
    "cbar.set_ylabel('Log Fold Change (Capped ±2)', rotation=270, labelpad=15)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([  0.5,   1.5,   2.5,   3.5,   4.5,   5.5,   6.5,   7.5,   8.5,\n",
       "          9.5,  10.5,  11.5,  12.5,  13.5,  14.5,  15.5,  16.5,  17.5,\n",
       "         18.5,  19.5,  20.5,  21.5,  22.5,  23.5,  24.5,  25.5,  26.5,\n",
       "         27.5,  28.5,  29.5,  30.5,  31.5,  32.5,  33.5,  34.5,  35.5,\n",
       "         36.5,  37.5,  38.5,  39.5,  40.5,  41.5,  42.5,  43.5,  44.5,\n",
       "         45.5,  46.5,  47.5,  48.5,  49.5,  50.5,  51.5,  52.5,  53.5,\n",
       "         54.5,  55.5,  56.5,  57.5,  58.5,  59.5,  60.5,  61.5,  62.5,\n",
       "         63.5,  64.5,  65.5,  66.5,  67.5,  68.5,  69.5,  70.5,  71.5,\n",
       "         72.5,  73.5,  74.5,  75.5,  76.5,  77.5,  78.5,  79.5,  80.5,\n",
       "         81.5,  82.5,  83.5,  84.5,  85.5,  86.5,  87.5,  88.5,  89.5,\n",
       "         90.5,  91.5,  92.5,  93.5,  94.5,  95.5,  96.5,  97.5,  98.5,\n",
       "         99.5, 100.5, 101.5, 102.5, 103.5, 104.5, 105.5]),\n",
       " [Text(0, 0.5, 'ADAR_P1'),\n",
       "  Text(0, 1.5, 'ADAR_P2'),\n",
       "  Text(0, 2.5, 'AHCYL1_P1'),\n",
       "  Text(0, 3.5, 'AHCYL1_P2'),\n",
       "  Text(0, 4.5, 'APP_P1'),\n",
       "  Text(0, 5.5, 'APP_P2'),\n",
       "  Text(0, 6.5, 'ARNT_P1'),\n",
       "  Text(0, 7.5, 'ARNT_P2'),\n",
       "  Text(0, 8.5, 'BRIP1_P1'),\n",
       "  Text(0, 9.5, 'BRIP1_P2'),\n",
       "  Text(0, 10.5, 'BZW1_P1'),\n",
       "  Text(0, 11.5, 'BZW1_P2'),\n",
       "  Text(0, 12.5, 'CALR_P1'),\n",
       "  Text(0, 13.5, 'CALR_P2'),\n",
       "  Text(0, 14.5, 'CCND1_P1'),\n",
       "  Text(0, 15.5, 'CCND1_P2'),\n",
       "  Text(0, 16.5, 'CHD4_P1'),\n",
       "  Text(0, 17.5, 'CHD4_P2'),\n",
       "  Text(0, 18.5, 'CHD8_P1'),\n",
       "  Text(0, 19.5, 'CHD8_P2'),\n",
       "  Text(0, 20.5, 'CTNNB1_P1'),\n",
       "  Text(0, 21.5, 'CTNNB1_P2'),\n",
       "  Text(0, 22.5, 'CUX1_P1'),\n",
       "  Text(0, 23.5, 'CUX1_P2'),\n",
       "  Text(0, 24.5, 'DHX30_P1'),\n",
       "  Text(0, 25.5, 'DHX30_P2'),\n",
       "  Text(0, 26.5, 'EEF2_P1'),\n",
       "  Text(0, 27.5, 'EEF2_P2'),\n",
       "  Text(0, 28.5, 'ESR1_P1'),\n",
       "  Text(0, 29.5, 'ESR1_P2'),\n",
       "  Text(0, 30.5, 'FHL2_P1'),\n",
       "  Text(0, 31.5, 'FHL2_P2'),\n",
       "  Text(0, 32.5, 'GATA3_P1'),\n",
       "  Text(0, 33.5, 'GATA3_P2'),\n",
       "  Text(0, 34.5, 'GPBP1_P1'),\n",
       "  Text(0, 35.5, 'GPBP1_P2'),\n",
       "  Text(0, 36.5, 'GTF2F1_P1'),\n",
       "  Text(0, 37.5, 'GTF2F1_P2'),\n",
       "  Text(0, 38.5, 'HNRNPU_P1'),\n",
       "  Text(0, 39.5, 'HNRNPU_P2'),\n",
       "  Text(0, 40.5, 'JARID2_P1'),\n",
       "  Text(0, 41.5, 'JARID2_P2'),\n",
       "  Text(0, 42.5, 'KDM2A_P1'),\n",
       "  Text(0, 43.5, 'KDM2A_P2'),\n",
       "  Text(0, 44.5, 'MYBBP1A_P1'),\n",
       "  Text(0, 45.5, 'MYBBP1A_P2'),\n",
       "  Text(0, 46.5, 'NAP1L1_P1'),\n",
       "  Text(0, 47.5, 'NAP1L1_P2'),\n",
       "  Text(0, 48.5, 'NBN_P1'),\n",
       "  Text(0, 49.5, 'NBN_P2'),\n",
       "  Text(0, 50.5, 'NCOR2_P1'),\n",
       "  Text(0, 51.5, 'NCOR2_P2'),\n",
       "  Text(0, 52.5, 'NFE2L2_P1'),\n",
       "  Text(0, 53.5, 'NFE2L2_P2'),\n",
       "  Text(0, 54.5, 'NME2_P1'),\n",
       "  Text(0, 55.5, 'NME2_P2'),\n",
       "  Text(0, 56.5, 'NR2F2_P1'),\n",
       "  Text(0, 57.5, 'NR2F2_P2'),\n",
       "  Text(0, 58.5, 'P4HB_P1'),\n",
       "  Text(0, 59.5, 'P4HB_P2'),\n",
       "  Text(0, 60.5, 'PA2G4_P1'),\n",
       "  Text(0, 61.5, 'PA2G4_P2'),\n",
       "  Text(0, 62.5, 'PKM_P1'),\n",
       "  Text(0, 63.5, 'PKM_P2'),\n",
       "  Text(0, 64.5, 'PRRC2C_P1'),\n",
       "  Text(0, 65.5, 'PRRC2C_P2'),\n",
       "  Text(0, 66.5, 'PSMC5_P1'),\n",
       "  Text(0, 67.5, 'PSMC5_P2'),\n",
       "  Text(0, 68.5, 'RBM47_P1'),\n",
       "  Text(0, 69.5, 'RBM47_P2'),\n",
       "  Text(0, 70.5, 'RC3H2_P1'),\n",
       "  Text(0, 71.5, 'RC3H2_P2'),\n",
       "  Text(0, 72.5, 'SAFB_P1'),\n",
       "  Text(0, 73.5, 'SAFB_P2'),\n",
       "  Text(0, 74.5, 'SET_P1'),\n",
       "  Text(0, 75.5, 'SET_P2'),\n",
       "  Text(0, 76.5, 'SIN3A_P1'),\n",
       "  Text(0, 77.5, 'SIN3A_P2'),\n",
       "  Text(0, 78.5, 'SLTM_P1'),\n",
       "  Text(0, 79.5, 'SLTM_P2'),\n",
       "  Text(0, 80.5, 'SMARCA4_P1'),\n",
       "  Text(0, 81.5, 'SMARCA4_P2'),\n",
       "  Text(0, 82.5, 'SP1_P1'),\n",
       "  Text(0, 83.5, 'SP1_P2'),\n",
       "  Text(0, 84.5, 'SRSF5_P1'),\n",
       "  Text(0, 85.5, 'SRSF5_P2'),\n",
       "  Text(0, 86.5, 'STAG2_P1'),\n",
       "  Text(0, 87.5, 'STAG2_P2'),\n",
       "  Text(0, 88.5, 'STAT3_P1'),\n",
       "  Text(0, 89.5, 'STAT3_P2'),\n",
       "  Text(0, 90.5, 'STAU2_P1'),\n",
       "  Text(0, 91.5, 'STAU2_P2'),\n",
       "  Text(0, 92.5, 'TGIF1_P1'),\n",
       "  Text(0, 93.5, 'TGIF1_P2'),\n",
       "  Text(0, 94.5, 'TPD52L1_P1'),\n",
       "  Text(0, 95.5, 'TPD52L1_P2'),\n",
       "  Text(0, 96.5, 'UPF3B_P1'),\n",
       "  Text(0, 97.5, 'UPF3B_P2'),\n",
       "  Text(0, 98.5, 'XRCC5_P1'),\n",
       "  Text(0, 99.5, 'XRCC5_P2'),\n",
       "  Text(0, 100.5, 'YWHAZ_P1'),\n",
       "  Text(0, 101.5, 'YWHAZ_P2'),\n",
       "  Text(0, 102.5, 'ZNF217_P1'),\n",
       "  Text(0, 103.5, 'ZNF217_P2'),\n",
       "  Text(0, 104.5, 'ZNF3_P1'),\n",
       "  Text(0, 105.5, 'ZNF3_P2')])"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#make a correlation between the logfoldchanges for MP vs AP for all genes\n",
    "corr=pivot_df.corr(method='pearson',numeric_only=True)\n",
    "#plot the correlation as a heatmap\n",
    "plt.figure(figsize=(8, 6))\n",
    "sns.heatmap(\n",
    "    corr,\n",
    "    cmap=\"viridis\",\n",
    "    center=0,\n",
    "    linewidths=0,\n",
    "    xticklabels=True,\n",
    "    yticklabels=True\n",
    "\n",
    ")\n",
    "plt.title(\"Correlation Heatmap of LogFC between Guides\")\n",
    "plt.xlabel(\"Guide\")\n",
    "plt.ylabel(\"Guide\")\n",
    "plt.xticks(fontsize=4)\n",
    "plt.yticks(fontsize=4)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pathway and GO Enrichment Analysis\n",
    "To move from individual gene lists to biological functions, the notebook conducts pathway enrichment analysis.\n",
    "\n",
    "\n",
    "GSEA and pyGSEA: It performs pre-ranked Gene Set Enrichment Analysis (GSEA) using the GO:BP (Gene Ontology: Biological Process) database.\n",
    "\n",
    "\n",
    "\n",
    "NES Differences: The code quantifies differences between P1 and P2 at the pathway level by calculating the difference in Normalized Enrichment Scores (NES)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# list to collect per-guide GSEA results\n",
    "gsea_results = []\n",
    "\n",
    "# cache valid guides to avoid recomputing\n",
    "valid_guides = adata.obs.loc[\n",
    "    adata.obs[\"guide_id\"] != \"non-targeting_Control\", \"guide_id\"\n",
    "].drop_duplicates().values\n",
    "\n",
    "# list of perturbed genes\n",
    "perturbations = adata.obs.loc[\n",
    "    adata.obs[\"guide_id\"] != \"non-targeting_Control\", \"perturbation\"\n",
    "].drop_duplicates().values\n",
    "\n",
    "for gene in perturbations:\n",
    "    print(gene)\n",
    "\n",
    "    gene_AP = gene + \"_AP\"\n",
    "    gene_MP = gene + \"_MP\"\n",
    "\n",
    "    # skip if no AP guide for this gene\n",
    "    if gene_AP not in valid_guides:\n",
    "        continue\n",
    "\n",
    "    # ---------- MP GUIDE ----------\n",
    "    # get full DE table (NO pval/logFC cutoff for GSEA)\n",
    "    MP_rank = sc.get.rank_genes_groups_df(adata, group=gene_MP, pval_cutoff=None)\n",
    "\n",
    "    # make a 2-column ranking like your STIM example:\n",
    "    #   [names, logfoldchanges]\n",
    "    mp_rnk = MP_rank.loc[:, [\"names\", \"logfoldchanges\"]].dropna()\n",
    "\n",
    "    # run prerank\n",
    "    pre_res_mp = gp.prerank(\n",
    "        rnk=mp_rnk,                 # DataFrame with [gene, score]\n",
    "        gene_sets=\"GO_Biological_Process_2021\",      # or your favourite collection\n",
    "        outdir=None,                # don't write files\n",
    "        seed=123\n",
    "    )\n",
    "\n",
    "    # grab the result table\n",
    "    mp_res_df = pre_res_mp.res2d.copy()\n",
    "    mp_res_df[\"Target_Gene\"] = gene\n",
    "    mp_res_df[\"Guide\"] = gene_MP\n",
    "    # classify direction by NES sign\n",
    "    mp_res_df[\"Direction\"] = np.where(mp_res_df[\"NES\"] > 0, \"Up\", \"Down\")\n",
    "    gsea_results.append(mp_res_df)\n",
    "\n",
    "    # ---------- AP GUIDE ----------\n",
    "    AP_rank = sc.get.rank_genes_groups_df(adata, group=gene_AP, pval_cutoff=None)\n",
    "    ap_rnk = AP_rank.loc[:, [\"names\", \"logfoldchanges\"]].dropna()\n",
    "\n",
    "    pre_res_ap = gp.prerank(\n",
    "        rnk=ap_rnk,\n",
    "        gene_sets=\"GO_Biological_Process_2021\",\n",
    "        outdir=None,\n",
    "        seed=123\n",
    "    )\n",
    "\n",
    "    ap_res_df = pre_res_ap.res2d.copy()\n",
    "    ap_res_df[\"Target_Gene\"] = gene\n",
    "    ap_res_df[\"Guide\"] = gene_AP\n",
    "    ap_res_df[\"Direction\"] = np.where(ap_res_df[\"NES\"] > 0, \"Up\", \"Down\")\n",
    "    gsea_results.append(ap_res_df)\n",
    "\n",
    "gsea_results.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "if len(gsea_results) > 0:\n",
    "    gsea_results_df = pd.concat(gsea_results, ignore_index=True)\n",
    "else:\n",
    "    gsea_results_df = pd.DataFrame()\n",
    "successful_guides = adata.obs[\"guide_id\"][adata.obs[\"successfulKD\"]=='True'].unique()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          Name                                               Term      ES  \\\n",
      "4075   prerank  positive regulation of potassium ion transport...  0.7394   \n",
      "8155   prerank  positive regulation of cellular component move... -0.9718   \n",
      "8160   prerank  negative regulation of endopeptidase activity ... -0.9330   \n",
      "10185  prerank  positive regulation of biosynthetic process (G...  0.7262   \n",
      "16299  prerank  positive regulation of phospholipase activity ... -0.9546   \n",
      "\n",
      "          NES NOM p-val FDR q-val FWER p-val Tag % Gene %  \\\n",
      "4075   1.8924    0.0025    0.2356     0.2740  4/16  5.02%   \n",
      "8155  -1.6374    0.0000    0.0601     0.0600  3/15  0.59%   \n",
      "8160  -1.6019    0.0064    0.1928     0.4290  5/20  2.34%   \n",
      "10185  1.9967    0.0000    0.0651     0.0590  5/25  3.00%   \n",
      "16299 -1.6885    0.0050    0.1416     0.1250  3/15  1.78%   \n",
      "\n",
      "                                   Lead_genes Target_Gene     Guide Direction  \\\n",
      "4075              GABBR2;ADRA2A;KCNMB4;KCNMB3         SP1    SP1_MP        Up   \n",
      "8155                          TWIST1;CCR7;LYN       TGIF1  TGIF1_MP      Down   \n",
      "8160   SERPINB8;RECK;SERPINI1;SPINK2;SERPINE2       TGIF1  TGIF1_MP      Down   \n",
      "10185        MLXIPL;CREB3L1;SORBS1;SIRT4;WNT4       TGIF1  TGIF1_AP        Up   \n",
      "16299                        FLT1;NTRK3;AGTR1        P4HB   P4HB_MP      Down   \n",
      "\n",
      "                                                 Pathway Condition  \n",
      "4075   positive regulation of potassium ion transport...        P1  \n",
      "8155   positive regulation of cellular component move...        P1  \n",
      "8160   negative regulation of endopeptidase activity ...        P1  \n",
      "10185  positive regulation of biosynthetic process (G...        P2  \n",
      "16299  positive regulation of phospholipase activity ...        P1  \n"
     ]
    }
   ],
   "source": [
    "#filter for only genes in the whippet siuccessful KD\n",
    "gsea_results_df = gsea_results_df[gsea_results_df[\"Guide\"].isin(successful_guides)].reset_index(drop=True)\n",
    "# Clean up pathway names a bit (optional)\n",
    "gsea_results_df[\"Pathway\"] = gsea_results_df[\"Term\"].str.replace(r\" Homo sapiens.*\", \"\", regex=True)\n",
    "gsea_results_df[\"Condition\"] = gsea_results_df[\"Guide\"].apply(lambda x: \"P1\" if \"_MP\" in x else \"P2\")\n",
    "\n",
    "# Filter to significant pathways\n",
    "sig = gsea_results_df[(gsea_results_df[\"NOM p-val\"] < 0.05) & (gsea_results_df[\"FDR q-val\"] < 0.25)].copy()\n",
    "\n",
    "# Keep only pathways that appear in ≥2 target genes (shared)\n",
    "pathway_counts = sig.groupby(\"Pathway\")[\"Target_Gene\"].nunique()\n",
    "shared_pathways = pathway_counts[pathway_counts >= 2].index\n",
    "sig_shared = sig[sig[\"Pathway\"].isin(shared_pathways)].copy()\n",
    "\n",
    "# This is your “significant shared list”\n",
    "sig_shared.to_csv(\"significant_shared_pathways.csv\", index=False)\n",
    "print(sig_shared.head())\n",
    "#save sig\n",
    "sig.to_excel(loc+\"figures/significant_genes.xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:matplotlib.category:Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "/var/folders/r_/bqnt2f_d6919cz7v1yzx2ykc0000gn/T/ipykernel_22880/1666908462.py:5: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(y=pathway_counts_count.values, x=pathway_counts_count.index, palette=\"viridis\")\n",
      "INFO:matplotlib.category:Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#use pathway_counts to count the number of pathways with the number fo genes \n",
    "pathway_counts_count = pathway_counts.value_counts()\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(y=pathway_counts_count.values, x=pathway_counts_count.index, palette=\"viridis\")\n",
    "plt.ylabel(\"Number of Gene Ontology Biological Process Pathways\")\n",
    "plt.xlabel(\"Number of Pseudobulk Perturbations per Pathway\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Target_Gene  Mean_NES_P1  Mean_NES_P2  NES_Difference\n",
      "0          SP1       1.8865          NaN             NaN\n",
      "1        TGIF1      -1.6060       1.9967         -3.6027\n",
      "2         P4HB      -1.6885          NaN             NaN\n",
      "3        NCOR2          NaN      -1.6075             NaN\n",
      "4       JARID2      -1.4687      -1.6524          0.1836\n",
      "5         ESR1       1.9448       0.7594          1.1854\n",
      "6        PA2G4      -1.6153          NaN             NaN\n",
      "7        GPBP1          NaN       1.9496             NaN\n",
      "8        DHX30          NaN      -0.2122             NaN\n",
      "9         SAFB          NaN      -1.4168             NaN\n",
      "10        CHD8          NaN      -1.5998             NaN\n",
      "11       SIN3A      -0.9079      -1.7137          0.8058\n",
      "12       PSMC5      -1.7132       1.8945         -3.6077\n",
      "13      GTF2F1       1.9189      -1.5914          3.5103\n",
      "14        ADAR      -0.8903          NaN             NaN\n",
      "15       NR2F2      -1.5661          NaN             NaN\n",
      "16        BZW1       1.0284      -1.5607          2.5891\n",
      "17         SET      -0.4655          NaN             NaN\n",
      "18     MYBBP1A       1.8961      -1.6009          3.4971\n",
      "19        CUX1       1.9624       2.0318         -0.0695\n",
      "20         NBN          NaN       1.8661             NaN\n",
      "21        CALR       1.5437          NaN             NaN\n",
      "22       STAG2          NaN      -1.6416             NaN\n",
      "23         PKM       1.2322      -1.5604          2.7926\n",
      "24       BRIP1       0.7132      -1.5030          2.2162\n",
      "25       GATA3          NaN      -1.4402             NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/r_/bqnt2f_d6919cz7v1yzx2ykc0000gn/T/ipykernel_22880/2520638475.py:27: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(data=nes_diff_df, x=\"Target_Gene\", y=\"NES_Difference\", palette=\"coolwarm\")\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxAAAAJICAYAAADxUwLTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAACgbklEQVR4nOzdd1gUZ9cG8Hup9m7ssYZFQUSDoKIC9oIaLLF3Y+/dxI5iryAK9t5LjL3F2GvsJRbsXRFF6ez5/vBjXlaKg4K74v27Li7dmbO7Z3ZnZufMPM8zGhEREBERERERqWBi6ASIiIiIiOjbwQKCiIiIiIhUYwFBRERERESqsYAgIiIiIiLVWEAQEREREZFqLCCIiIiIiEg1FhBERERERKQaCwgiIiIiIlKNBQQR0TeC9/0kosRwH0FfCwsIMrgBAwZAq9Vi0aJFhk7lqzp58iS0Wi26d+8e7/xNmzZBq9Xi4cOHAICHDx9Cq9Um+rd69eo4r9GsWTOUKVMGpUqVQt26dTFr1iy8e/cu0dxi3jv2X8mSJVGlShWMGDECT58+1Yv39vaGVqtVHr979w5du3ZFqVKlULZsWdy9exdLliyBs7Mz7Ozs4Ovr+zkf2Tcjvu/KxsYGlStXxsiRIxEYGJjk19y/fz+GDBmSAtl+Pa1bt47zudja2sLV1RVjxozBmzdv4n3eu3fvUKVKFWzatOkrZxxXlSpVMHTo0ATnx2zXsf+sra1RpkwZNGvWDAcOHNCLf/HiBYYPHw43NzeULl0aDRs2xI4dO1Tl8u7dO5QqVQo2NjZ48eLFFy2XMblx4wb69esHZ2dn2NraomLFiujbty+uX7+uF9e6dWu0bt3aQFkmLrnXEzXWr1+PSZMmKY8//g0hSk5mhk6Avm/BwcHYt28frKyssHbtWrRv3x4ajcbQaX1V+/fvx9atW1G/fn1V8d26dYOrq2u88woUKKD838fHB/PmzUOHDh3QrVs3mJub4/Lly1iwYAEOHz6M1atXw9zcPNH38vHxQc6cOQEAoaGhuHnzJvz9/bFv3z6sXbsWP/74IwCgSZMmqFSpkvK8LVu24O+//8bIkSPx008/IUeOHJg0aRJcXV3RoUMH5M+fX9Wyfutif1fh4eG4c+cOvL29cevWLaxatSpJr7VkyZLkT9AASpQogVGjRimPIyMjceXKFUyfPh3Xrl3D6tWr9fYBb968Qffu3fHo0SNDpPvZRo4cCRsbGwAfzgq/efMGixYtQvfu3eHn5wcXFxdERESgU6dOCA4ORu/evfHDDz9g9+7d6NevHyIiIvDLL78k+h7btm1DxowZER0djQ0bNqBbt25fYclS1s2bN9G0aVPY29tj+PDhyJ49O54+fYoVK1bg119/xbJly2Bvb2/oNJONmvVErblz58LR0TGlUiXSwwKCDGrbtm0AgD/++ANt27bFiRMnUL58eQNn9XVlypQJ48ePR4UKFZAjR45Pxv/444+f/AGNiIjA/Pnz0bFjR/Tr10+ZXqFCBRQpUgQ9evTAvn37ULt27URfp3jx4noH++XLl0eVKlXQsGFDjBo1CosXLwYA5M6dG7lz51bigoKCAAAtWrSARqPBo0ePoNPpUK1aNZQtW/aTy5hafPxdOTk5wdzcHL///jtu3ryJn376yXDJGUiGDBnirL9ly5bF+/fvMXv2bFy4cEGZv3//fowfPx7v37//+ol+oWLFisVZTgcHB7i6umLZsmVwcXHBwYMHcf36daxfvx52dnYAAGdnZzx+/BgLFiz4ZAGxadMmVKpUCebm5li/fj26dOkCE5Nvu2HB4sWLkTVrVsyfPx9mZv87RKlWrRpq1aoFX19f+Pv7GzDD5KVmPSEyRt/2noa+eRs3bkT58uVRrlw5FCxYEGvWrFHmdejQAQ0bNozznO7du+udrT9z5gxatWqFUqVKwdHREUOGDNFrIrJp0yaUKFEC69evh7OzMxwdHXHr1i1ER0fD398f7u7usLOzg729PZo1a4YTJ07ovd/BgwfRsGFD2NnZoWbNmti2bRuqV68Ob29vJSYoKAgjR45EhQoVULJkSfz66684fvy4qs+gX79+CAkJwejRo9V+bJ/07t07hIWFQafTxZnn4uKCfv366V2tSIr8+fOjadOmOHbsGO7fvw9AvwlT69atlc/G2toaVapUQZUqVQAAv//+u15Tp3379qFhw4YoWbIknJ2dMW7cOISEhCjzvb29Ub16dfj4+MDR0REVK1ZUmrmsX78edevWVZrAeHt7Izo6Wnnu0KFD0a5dO2zcuBE1a9aEra0tGjRogEOHDuktT0BAAHr27AlHR0eULVsWXbp0we3bt5X54eHhmDx5MlxcXGBra4t69eqpbmISn8yZMwOA3ln2T71H69atcerUKZw6dQparRbLli2DVqvF3r17lZgzZ85Aq9Vi5syZyrTXr1+jePHiSqGuZj3V6XTw9/dH9erVYWtri5o1a2L58uV6Ma1bt8Yff/wBf39/uLq6omTJkmjWrBkuXrz42Z+Lra0tAODx48cAgLdv36Jnz54oW7YsFixYoPp1wsLCMG3aNNSoUQO2trYoU6YM2rdvj2vXrikxateN69evo3379ihdujTc3NywdevWz14+4EPxVLhwYWUZM2TIgKZNm6JkyZJ6cUWKFFG2rYTcunULFy5cgKurK+rXr49Hjx7h8OHDceLevXsHT09PVKpUCfb29mjUqBEOHjyozK9SpQq8vLzQtm1b2NnZ4Y8//gAAPH/+HMOGDYOLiwvs7OzQuHFj7N+/X++1jx49il9//RWlS5dG2bJl0a1bN71t5/79++jatSucnJxQqlQpNG3aFP/880+iy/Xy5UuISJx9V7p06fD777/HOekhIpg/fz5cXV1hZ2eHpk2bxlkP9+3bhxYtWqB06dKwtbVFrVq1sHLlSmV+THOiNWvWwM3NDWXKlMHRo0cBfPr3BUj59STmPXr27Ily5crBxsYGlSpVwrhx4xAWFgbgw/f46NEjbN68OU6zpQsXLqBZs2YoWbIkXF1dle0pKCgIJUqU0Lu6+eTJE2i1WgwaNEiZptPp4OTkBD8/PwAfmmgOHjwYFStWhI2NDcqXL4/Bgwfj9evXAIBJkybBzs4OwcHBesvl6+uLn3/+GaGhoQgLC8Po0aNRuXJl5TtZuHDhF31u9HWxgCCDuXnzJi5duqScZfvll1+wf/9+vHz5EgBQv359XLlyBffu3VOe8/btWxw6dAgNGjQAAJw+fRrt2rVDmjRpMHPmTPz+++84deoU2rRpo+xYASA6OhqLFi3C+PHjMWzYMBQtWhRTp06Fr68vmjZtigULFsDT0xNBQUHo06cPQkNDAQAnTpxA9+7dkSdPHnh7e6Nly5YYNWoUnjx5orx2eHg42rZti/3796Nfv37w8fFB7ty50alTJ1VFRNGiRdGrVy/s3btXOdBLjE6nQ1RUVJy/2AfP2bJlQ6lSpbBw4UIMGTIE+/btU370zM3N0bVrV+WA7XM4OzsDAM6ePRtn3qhRo9C4cWMAwNq1azFjxgz4+PgA+NCkZ+3atQCAv/76Cz169ECRIkUwZ84c9OzZE1u3bkX37t31OgI+fvwY//zzD2bMmIFhw4Yhc+bM8PPzw4gRI1C+fHnMmzcPLVu2xPz58zFixAi9XC5fvoyFCxeid+/emDNnDkxNTdGrVy+lCHn27BmaNm2Ku3fvYvTo0ZgyZQpevnyJtm3bIigoCCKCHj16YM2aNWjfvj3mzp2L0qVLo1+/ftiyZcsnP6fY31VYWBiuX78OX19flCtXDsWKFQMAVe8xatQolChRAiVKlMDatWvRsGFD5MmTB8eOHVPeK2ZdO3PmjDLt6NGjMDExQaVKlVSvp6NHj8bs2bNRv359zJs3D7Vq1YKXlxfmzJmjt2y7d+/G/v37MXz4cEyfPh0vX75Er1699NbDpLhz5w6A/zXDS5MmDbZv345JkyYha9asql9n8ODB2LhxIzp37oxFixZh2LBhuHnzJgYMGKC3XqlZN1q1aoXg4GBMmTIFffr0wdSpU/Hs2bPPWj7gw5XBhw8fKk3/KlSogLFjx+oVk5GRkfjnn3+U9SMhGzduRJYsWeDm5gYHBwcULFgwTh+o6OhodOjQAX/99Re6dOkCX19f5Qpk7PVk5cqVKFmyJHx9fdG4cWO8fPkSjRs3xpkzZ9CvXz94e3sjX7586NGjh3Jw/ODBA3Tv3h22traYO3cuxo8fjzt37qBz587Q6XTQ6XTo0qULQkNDMXnyZPj6+iJLlizo1q2b3j79Y66urnj8+DGaNWuGlStX4vbt28r3VqtWLXh4eOjFnz17Fnv37sWIESMwZcoUPH/+HN26dUNUVBSADyeAevToARsbG/j6+sLb2xsFChTA2LFjceHCBb3X8vHxwZAhQzBy5EiULl1a1e/L11hPnj9/jpYtWyI0NBQTJ07E/PnzUbduXSxfvhzLli1Tcs+ZMydcXFywdu1a/PDDD8rrjR49GnXr1oW/vz9Kly6NKVOm4O+//0aWLFlgb2//yf3IhQsXEBQUBFdXV4SGhqJNmza4ffs2Ro0ahYULF6JNmzbYvn07ZsyYAQBo3LgxwsPDsWvXLr3l+vPPP1GnTh2kTZsWXl5eOHToEIYMGYKFCxeiatWqmDx5MjZu3PjZnxt9ZUJkIBMmTBBHR0cJDw8XEZHHjx+LtbW1zJ07V0RE3r9/L/b29uLj46M8Z/369WJtbS1Pnz4VEZGmTZuKu7u7REVFKTEBAQFSvHhxWbFihYiIbNy4UaysrGTLli1679+/f39ZsmSJ3rTdu3eLlZWVnDt3TkREWrRoIfXr1xedTqfEbNu2TaysrGT27NkiIrJ27VqxsrKS8+fPKzE6nU5atmwpDRs2THD5T5w4IVZWVnLixAmJioqSxo0bi6Ojo7x48UIv7wcPHoiIyIMHD8TKyirBP3t7e73Xf/LkibRu3VqZr9Vqxd3dXWbNmiVBQUEJ5hXfe3/s1q1bYmVlJX5+fiIiMnv2bLGyslLmf/w4JveNGzcqn0/lypWlY8eOeq977NgxsbKykr///lvvdU6fPq3EvH37Vuzs7GTkyJF6z123bp1YWVnJjRs3RERkyJAhYmVlJffu3VNiTp06JVZWVrJr1y4REZk4caLY2dnJ8+fP9T43V1dXOXjwoBw5ckSsrKxk+/bteu81cOBAcXZ2lsjIyHg/n8S+K0dHR/nvv/+UWLXv0apVK2nVqpUyf8SIEVKjRg3lcfPmzcXDw0NsbW0lLCxMREQGDx6sPEfNehoQECBarVb5XmPMmDFDSpYsKYGBgUoupUqVkuDgYCVm8+bNYmVlJZcuXYr3M4l5XsuWLSUyMlL5e/nypezYsUMcHR2ladOmetvax59nzPqTkPDwcOnQoUOcz3LRokViZWWlfM9q1w17e3t59eqVEnP+/HmxsrKSIUOGJJhDzHZ97NgxZRlDQ0Pl1q1b0r9/f7GyspJ//vknweePHz9erKysZPfu3QnGREZGSoUKFWTs2LHKNF9fXylevLg8fvxYmXbgwAGxsrKSvXv3KtOio6OladOm4u3tLSIibm5uUq1aNb3Xnzx5stjY2MjDhw/1prdt21acnZ0lOjpa2Q/G7ItFRC5cuCDTp0+X4OBgef78uVhZWcnWrVuV+W/fvhUvLy9lG03IzJkzpWTJkso24+TkJAMGDJALFy7oxbVq1Urs7Ozk9evXyrSY/cC1a9dERGT+/Plxvq/Xr1/r7b9ivrM5c+boxan5ffka68nhw4elZcuWetubiIi7u7t06NBBeezm5qb3njH78VWrVinTQkJCxMbGRry8vERExM/PT+zt7SUiIkJEPux3PDw89Pb/s2bNEjc3NxERuXr1qjRv3lzu37+vl0uXLl2kZs2aep9dy5Ytlcdnz54VKysr+ffff0VEpGbNmjJ8+HC91/Dx8VH2/WT82AeCDCIyMhJbt25FtWrVEBYWhrCwMKRPnx4///wz1q1bh86dOyNdunSoVq0aduzYgR49egAAtm/fjvLlyyNXrlwIDQ3FhQsX0LFjR4iIcsapQIECKFq0KI4ePYqWLVsq71m8eHG9HKZNmwYACAwMREBAAO7du4e///4bwIczQBERETh37hx69Oihd4awVq1aGDx4sPL4+PHjyJkzJ2xsbJQcAMDNzQ2TJ0/GmzdvlGYrCTE1NcWECRPg4eGBMWPG6DWP+ljPnj3j7URtamqq9zh37txYtmwZbt26hUOHDuHkyZM4ffo05syZg3Xr1mHFihUoVKhQonklRP7/jODndngPCAjA06dP0aVLF73PrGzZssiQIQOOHj2qt4yxv7tz584hLCwMVapU0XtuTDOpo0ePKn0LsmXLppzFA6D004i5wnT27FnY29srHcVjYmLWg6lTp0Kj0cDFxSXOe23duhU3b96Ms17FFvu7ioqKwpMnT7Bs2TI0a9YMy5cvh42NDY4fP/5Z7+Hq6oq1a9fiyZMnyJw5My5evIjp06ejV69euHDhAsqWLYsjR46gQ4cOANStpydOnICIxPvZzp07F2fPnkW1atUAfGi7nSFDBiUmV65cep9tQk6fPq10Go1hYmIS79n4pLKwsFCaQTx79gx37tzB3bt39bbrGGrXjWzZsikxpUqVQt68eVXl0q5duzjTsmfPjuHDh6Ny5cpx5okIpkyZgqVLl6Jjx46oUaNGgq998OBBvHz5EtWqVcPbt28BfPiOZs2ahfXr16N3797KMpibmyvbBvDhs47dVBSIu288deoUSpcujXz58ulNr1+/PoYNG4aAgACUKlUKlpaWaNy4MWrVqoXKlSvDyclJ6cuRPn16FCtWDCNGjMCRI0dQsWJFVK5cGcOGDUvkU/ugT58+aNeuHQ4fPozjx4/j5MmT+Ouvv7Bt2zb8/vvvaNOmjRJbrFgxZMmSRXkc02crpvlMp06dAADv37/HnTt3cP/+fVy6dAmA/vrw8eeg9vfla6wnFStWRMWKFREZGYlbt27h3r17uHHjBgIDA/WWPSEODg7K/9OmTYscOXIo642LiwumTZuGCxcuwMHBASdOnMDAgQMxatQonD59Gvnz58ehQ4eU/Vjx4sWxatUq6HQ63L17F/fu3cOtW7cQEBCgt89o1KgRRowYgUePHiFfvnzYvHkzChcujNKlSwP40B9szZo1ePr0KVxcXODi4qL8ztO3gQUEGcTBgwfx6tUrbNiwARs2bIgz//Dhw3BxcUGDBg2wdetWXL9+HTly5MDJkyfh5eUF4ENzJp1Oh/nz52P+/PlxXsPS0lLvcbp06fQeX7p0CWPGjMGlS5eQNm1aFCtWTNnpiwiCgoIQHR2N7Nmz6z3P1NRUb6cdFBSEFy9exDkoivHixYtPFhDAhx/Cnj17Yvr06di+fXuCcfny5YvTZvpTr1usWDF06NABkZGR2LRpE8aOHYvp06dj9uzZql8ntphhXGN3nE6KmE7WY8aMwZgxY+LMf/78ud7j9OnTx3lu586d433t2M9Nmzat3ryYg9OY9tVBQUGJjggV04ypTJkyCb5XYgXEx99V6dKl4eLiovTZmDdv3me/R/ny5WFpaYljx44hR44cyoFioUKFcOrUKaRPnx4vX76Em5ubsiyfWk9jPtu6devGGxO7WcbHn21M5934+t3EZmNjo3znGo0GlpaWyJMnj14x8iUOHz4MLy8vBAQEIH369LC2tla2fYnVhOlT68abN2/iXTdiF5uJGTNmjPJZm5qaInPmzMibN2+8BVJERASGDh2K7du3o2PHjnonKOIT08wjvoPPDRs2oHv37jAzM0NQUBCyZMnyyY7VH+8b37x5E28fqZhBHt6+fYtixYphxYoV8Pf3x4YNG7Bs2TJkypQJLVq0QN++faHRaLBo0SLMnTsXe/fuxZYtW2Bubo5q1aphzJgxn9wnZs6cGe7u7nB3dwcAXL16FYMGDcKUKVNQr149pVnbx7l/vB4GBgZi1KhR2LdvHzQaDQoWLKgcUMtH90yI/Vpqf1++xnqi0+kwffp0rFy5EiEhIciTJw/s7Ozi/MYlJL5tNWbZtVqt0hwya9aseP78OSpUqIAyZcrg1KlTcHFxwZUrV9CnTx/l+YsXL1b2XTly5ICtrS3Spk2r1+ehTp068PLywp9//omOHTti586devvsP/74A7lz58bWrVvh6ekJT09PlC5dGqNHj4a1tbWq5SLDYgFBBrFx40YUKFAA48eP15suIujZsyfWrFkDFxcXlC9fHjlz5sTOnTuRM2dOWFpaKmfm0qdPD41Gg3bt2sV7wPPxTjO2d+/eoVOnTtBqtdi+fTuKFCkCExMT/PPPP9i9ezeAD2eBzM3NlT4ZMXQ6nXKgBQAZM2ZEoUKFMHXq1HjfKylDlnbq1Al79uyBp6cnOnbsqPp5H1u6dCnmzp2Lv//+W+9zMDc3Vzoy3rp167Nf/9ixY9BoNHpntpIiU6ZMAD60V49v2MHEDi5injt16tR4r6CoGckqRsaMGeO9J8Px48eRP39+ZMyYEenSpVPaGX+sYMGCqt8rRvr06VGkSBGlHfjnvkfatGnh6OioXFkoU6YMzMzM4OTkhFOnTsHU1BQFCxZEkSJFlPf51Hoa89kuXbpUr2iLofasamLSp0+fpAI4Ke7fv48ePXqgWrVq8PPzQ4ECBaDRaLBy5cp4OxgnJmvWrHG2fQB6235iChcurGo5g4OD0blzZ5w/fx6///472rZtm2j8y5cvcejQIbRo0QK1atXSm3f+/HlMnz4df//9N6pXr46MGTMqBWrsA9KrV69CRBIsJjNnzhzvfSVipsUcvNvZ2cHHxwcRERE4e/Ys1q5di3nz5sHa2hq1a9dGrly5MHr0aIwaNQrXr1/Hrl27MH/+fGTNmlVvKN8Yz549Q6NGjdCnTx80adJEb16JEiXQr18/9OjRAw8ePFDdL2bgwIEICAjAkiVLULp0aVhYWCA0NBTr1q1L9Hlqf1++xnri7++PJUuWYMyYMahRowYyZswIAEpfsy/l4uKC48ePI3v27ChcuDBy5swJJycnrFu3DkeOHEGaNGng5OQE4EPftYkTJ2LQoEFo2LChcuWlT58+ypUd4MPnV6tWLezcuRNWVlYICQlR+i4CH64WduvWDd26dcPjx4/x999/w9fXFwMGDEj0BBoZD3aipq/uxYsXOHz4MOrWrQsnJye9v3LlyqFWrVr4559/8OzZM5iamqJevXr4+++/sWvXLlSrVk05S5QhQwaUKFECAQEBKFmypPL3008/wdvbGydPnkwwh4CAAAQFBaFNmzYoVqyYctYqZhQWnU4HU1NTlClTJs7IIwcOHNC7VOvo6IgnT54ge/bsenkcPXoUCxYsiNO0KDGmpqaYOHEi3r17p4x48TmKFSuG169fxxk9B/jQsfLBgwewsrL6rNd++vQp1q9fD1dXV+TJk+ezXqNIkSLInj07Hj58qPeZ5cqVC9OmTcPVq1cTfG6pUqVgbm6OZ8+e6T3XzMwM06dPT9JNkxwcHHDhwgW9IuLVq1fo1KkT/vnnHzg6OiIkJAQiovdeN27cwJw5c/TWA7WCg4Nx584dpTBQ+x7xnUV2dXXFyZMncebMGeUHvly5cjh//jz27dunXH2IeZ9PracxBeHr16/1YgIDAzFr1izVB0WGcvnyZYSHh6Nz58748ccflYPmmOLh4zPOiSlXrhzOnTund9Xl1q1bePDgQbLlGxUVha5du+LSpUuYMWPGJ4sH4ENH1KioKLRt2zbO/rNt27bIkCGD0kTJwcEBkZGReqNLiQiGDRuW6P6lbNmyOHfuXJx7b2zduhU5c+ZEwYIFsWTJEri5uSEiIgIWFhYoX748PD09AXwY+ODcuXOoUKECLl68CI1Gg+LFi6Nfv36wsrLSG10othw5csDMzAyrVq1CeHh4nPkBAQGwtLRMUuF+9uxZ1KhRA05OTrCwsACgv59PiNrfl6+xnpw9exbFihVDo0aNlOLh2bNnuHHjht4yfO4Qvq6urrh06RIOHTqknNApV64cHj58iDVr1sDZ2Vn57M6ePYtMmTKhU6dOSvHw/v17nD17Ns7n2bhxY9y4cQNLly5FhQoVlGaOYWFhqFmzpnLz2Lx586Jly5aoW7dugusGGR9egaCvbsuWLYiKikqwmcQvv/yC9evXY926dejVqxcaNGiARYsWwcTEJM6l5P79+6Nz584YMGAA6tevr4y2dOHChQTv8Ax8OOuTIUMGzJs3D2ZmZjAzM8Pu3buV5lQx7aB79+6N1q1bo3fv3mjcuDEeP36MWbNmAfhfk4eGDRtixYoVaN++Pbp27apcDp4/fz5atWr1yZu1feynn35Cjx499IbjjO3+/fs4f/58vPMyZ86MwoULw9nZGe7u7pg+fTr+++8/1KxZE9myZcPTp0+VdqcJvX5s165dU86uhYaG4r///sOSJUuQJk0ajBw5MknLFZupqSn69euHkSNHwtTUFG5ubnj79i18fX3x7NmzBM+MAh/O+HXq1Em5o7aTkxOePXuGWbNmQaPRJOnyd7t27bBlyxZ06tQJXbp0gbm5OebOnYvcuXOjXr16yJgxI8qWLYvu3buje/fuKFq0KC5evIjZs2ejUqVKeu2e4/Pxd/Xy5UssWLBAuQIGfDj7p+Y9MmXKhHPnzuH48eMoUaIEMmfODBcXF3h6euL58+fK8JuOjo4IDw/H5cuXMXDgQOW91aynWq0W9evXV9ou29ra4s6dO5gxYwby58//2X1mvhYbGxuYmZlhypQp6NChAyIiIrBp0yZl2NLYQwR/Stu2bbFhwwZ07NhRGV1qxowZSd6eE7Ny5UqcOXMGTZs2Re7cueNs1/Hd72XTpk2wsbGJ97tIkyYNatasiU2bNuHBgwdwdXVF6dKlMXToUPTt2xcFChTAn3/+idu3bysH+/Fp3749tm7dinbt2qFnz57IkiULtmzZghMnTsDLywsmJiYoV64cpk6dih49eqBVq1YwNTXFmjVrYGFhATc3N+TLlw9p0qTB4MGD0atXL+TIkQPHjh3DtWvX9PowxGZqaorRo0ejR48eaNSoEVq2bImiRYsiNDQUR48excqVK9GnTx9VTUJj2NnZ4a+//oKNjQ1y586Nf//9F/7+/tBoNJ/sr6Pm9+VrrCd2dnbK/S/s7e1x7949+Pn5ISIiQm8ZMmXKhKtXr+LUqVNKXxQ1ypUrBxMTExw8eBDTp08H8GFbSp8+Pc6ePavXUsDOzg6rV6/GxIkT4ebmhufPn2PhwoV4+fJlnO/l559/RuHChXHq1CllhCbgw3pqY2MDHx8fZb9z584dbN68GTVr1vzcj4m+MhYQ9NVt2rQJP/30U4JnwH/++Wfkz58f69evR/fu3WFtbQ0rKyu8fv06zk3mKlasiIULF8LHxwe9e/eGubk5bGxssHjx4kRvtpYxY0b4+vpi8uTJ6NOnD9KnT4/ixYtjxYoV+O2333DmzBlUqVIFDg4O8Pb2xqxZs9C9e3fky5cPI0aMQL9+/ZQmHunSpcPKlSsxbdo0TJkyBcHBwciXLx8GDBigdGBNqt9++w179+7FlStX4sybO3cu5s6dG+/zqlatCl9fXwDAlClT4OjoiK1bt2L48OEICQlBtmzZ4OzsjAkTJqi6D0TPnj2V/5ubmyNfvnyoXr06OnfurLqNb0KaNGmC9OnTY8GCBVi7di3SpUuHMmXKYOrUqZ/MrW/fvsiZMydWrVqFBQsWIHPmzChfvjz69++vnKFTI0+ePFi1ahWmTJmCoUOHwsLCAk5OTpgxY4byY+jv749Zs2bBz88Pr169Qq5cudC+fXtVHf5if1cmJibImDEjbGxssHDhQuVsv4mJiar3aNmyJS5fvozffvsNEyZMQL169ZQOnU+ePFGG5c2RIweKFSuGZ8+e6TUxU7ueTpgwAX5+fkqhmT17dtSpUwd9+/ZN0tU0QyhYsCCmTZsGHx8fdOvWDZkzZ4a9vT2WL1+O1q1bK/fKUCNr1qxYvXo1xo8fj6FDhyJ9+vTo1KnTF90D5GN79uwB8GG445jhjWP777//9B5fuHABt27dSrSPxC+//IKNGzdi7dq1GDhwIObPn4+pU6di1qxZCA0NhVarxaJFixI9wMyZMydWr16NadOmYdy4cYiMjIS1tTV8fX1RtWpVAB/u8TJv3jzMmTMH/fv3R3R0NGxtbbFo0SKl2dyiRYswbdo0jB8/Hm/fvkWhQoUwduzYeO/vE8PV1RXr1q3DwoULMW/ePAQGBsLCwgIlSpTAjBkzEu1cHp+JEycqbewBoFChQhgzZgy2bt2qN1RpfNT8vnyN9aRLly54/fo1li1bhjlz5iBPnjxo0KABNBoN/Pz88PbtW2TKlAkdOnSAl5cXOnbsqNzkU420adPCyclJ7wqEmZkZHBwc9DpQA4CHhwcePnyIjRs3YtWqVciVKxdcXFzQokULjBgxArdv30bRokWVeFdXVwQGBiqDL8QYO3YsZs6ciUWLFuHFixfInj07GjdurNfXgoybRpJyTZfoO7N//37kzp1b74z4zZs34e7urvdjSkRERP8jIqhbty4qVqyI33//3dDpUDLjFQiiRBw5cgQ7duzAwIEDUbhwYTx79gxz585FkSJFULFiRUOnR0REZFTevXuHJUuW4NKlS3jw4AFat25t6JQoBfAKBFEiwsLCMGvWLOzevRvPnz9HlixZUKlSJQwYMCBJo/0QERF9D6KiouDq6gqdTodhw4ahXr16hk6JUgALCCIiIiIiUo3DuBIRERERkWosIIiIiIiISDUWEEREREREpNp3NwqTg4MDIiIivngMeyIiIiKi1OLFixewsLD45D1SgO+wgAgPD0d0dLSh0yAiIiIiMhpRUVFQO7bSd1dA/PDDDwA+3CCMiIiIiIiQpJvjsg8EERERERGpxgKCiIiIiIhUYwFBRERERESqsYAgIiIiIiLVWEAQEREREZFqLCCIiIiIiEg1FhBERERERKQaCwgiIiIiIlKNBQQREREREanGAoKIiIiIiFRjAUFERERERKqxgCAiIiIiItVYQBARERERkWosIIiIiIiISDUWEEREREREpBoLCCIiIiIiUo0FBBERERERqcYCgoiIiIiIVGMBQUREREREqrGA+IhOJ4ZOIdmkpmUhIiIiIuNgZugEjI2JiQYL1t3B0xdhhk7li+TOmQadfi2c5OfpdAITE00KZGQYqW15iIiIiAyNBUQ8nr4Iw/3HoYZOwyBMTDTYdOAVXryONHQqXyxnVnM0rJLd0GkQERERpSosICiOF68j8fTVt19AEBEREVHyYx8IIiIiIiJSjQUEERERERGpxgKCiIiIiIhUYwFBRERERESqsYAgIiIiIiLVWEAQEREREZFqLCCIiIiIiEg1FhBERERERKQaCwgiIiIiIlKNBQQREREREanGAoKIiIiIiFRjAUFERERERKqxgCAiIiIiItVYQBARERERkWosIIiIiIiISDUWEEREREREpBoLCCIiIiIiUo0FBBERERERqcYCgoiIiIiIVGMBQUREREREqn0TBcSrV68waNAglCtXDqVLl0bnzp1x+/ZtQ6dFRERERPTd+SYKiB49euDevXvw9/fHhg0bkCZNGrRr1w6hoaGGTo2IiIiI6Lti9AXEmzdvkC9fPowbNw52dnYoWrQounfvjufPn+PmzZuGTo+IiIiI6LtiZugEPiVz5syYNm2a8jgwMBBLlixB7ty5UaxYMQNmRkRERET0/TH6AiK2ESNGYN26dbCwsMDcuXORLl06Q6dERERERPRdMfomTLG1bdsWGzduhLu7O3r06IErV64YOiUiIiIiou/KN1VAFCtWDLa2thg/fjzy5cuHFStWGDolIiIiIqLvitEXEIGBgdi+fTuioqKUaSYmJihWrBieP39uwMyIiIiIiL4/Rl9AvHz5Ev3798fx48eVaZGRkbh69SqKFi1qwMyIiIiIiL4/Rl9AWFlZoXLlyhg3bhxOnz6NGzduYOjQoXj79i3atWtn6PSIiIiIiL4rRl9AAMD06dNRvnx59OvXD02aNEFQUBBWrlyJvHnzGjo1IiIiIqLvyjcxjGvGjBkxevRojB492tCpEBERERF9176JKxBERERERGQcWEAQEREREZFqLCCIiIiIiEg1FhBERERERKQaCwgiIiIiIlKNBQTRR3Qihk4hWaW25SEiIiLD+iaGcSX6mkw0Gvx9PgRB76INncoXy5LBFG726QydBhEREaUiLCCI4hH0Lhqv3uoMnQYRERGR0WETJiIiIiIiUo0FBBERERERqcYCgoiIiIiIVGMBQUREREREqrGAICIiIiIi1VhAEBERERGRaiwgiIiIiIhINRYQRERERESkGgsIIiIiIiJSjQUEEcUhIoZOIVmltuUhIiIyJDNDJ0BExkej0eD87TC8C9MZOpUvliGNCeyLpjF0GkRERKkGCwgiite7MB3ehnz7BQQRERElLzZhIiIiIiIi1VhAEBERERGRaiwgiIiIiIhINRYQRERERESkGgsIIiIiIiJSjQUEERERERGpxgKCiIiIiIhUYwFBRERERESqsYAgIiIiIiLVWEAQEREREZFqLCCIiIiIiEg1FhBERERERKQaCwgiIiIiIlKNBQQREREREanGAoKIiIiIiFRjAUFERERERKqxgCAiIiIiItVYQBARERERkWosIIiI4iEihk4hWaW25SEiIsMxM3QCRETGSKPRIOBxMMLCow2dyhdLY2mKInkzGjoNIiJKJVhAEBElICw8GiGpoIAgIiJKTmzCREREREREqrGAICIiIiIi1VhAEBERERGRaiwgiIiIiIhItW+igAgKCsLIkSNRuXJllClTBs2bN8eZM2cMnRYRERER0Xfnmygg+vfvj3PnzmH69OnYuHEjihcvjo4dOyIgIMDQqRERERERfVeMvoC4d+8ejh49itGjR8PBwQGFCxfGiBEj8MMPP+Cvv/4ydHpERERERN8Voy8gsmbNCn9/f5QsWVKZptFooNFo8PbtWwNmRkRERET0/TH6AiJTpkxwcXGBhYWFMm337t24d+8eKlWqZMDMiIiIiIi+P0ZfQHzs33//xbBhw1CjRg24uroaOh0iIiIiou/KN1VA7Nu3Dx06dIC9vT2mTp1q6HSIiIiIiL4730wBsWLFCvTq1Qtubm6YN28eLC0tDZ0SEREREdF3x+xznxgSEoInT57g3bt3yJo1K3LlypViB/WrVq2Cp6cnWrdujT/++AMajSZF3oeIiIiIiBKXpAIiIiICGzZswF9//YVLly4hOjpamWdqagoHBwfUrl0bHh4eep2ev8SdO3fg5eWF6tWro0uXLnj58qUyL02aNMiYMWOyvA8REREREX2a6gJi06ZNmDZtGsLDw+Hm5obatWsjX758SJcuHd68eYOnT5/i33//xfTp0+Hj44PevXujSZMmX5zg7t27ERkZib1792Lv3r168zw8PDBx4sQvfg8iIiIiIlJHVQHRpUsXvHjxAiNHjoSbm1uCVxfatWuHiIgI7NixA4sXL8aePXswf/78L0qwa9eu6Nq16xe9BhERERERJQ9VBUSNGjXQqFEjVS9oYWGBX375BQ0aNMCGDRu+KDkiIiIiIjIuqkZhUls8xKbRaJKlCRMRERERERkP1cO4RkREYM+ePViwYAH++eefeGOePXsGHx+fZEuOiIiIiIiMi6omTK9evUK7du1w8+ZNAB+uLhQvXhyzZ89G/vz5lbinT59izpw56NmzZ8pkS0REREREBqXqCsTUqVPx/v17rFu3DmfOnIGXlxeePHmCFi1a4O7duymcIhERERERGQtVBcTx48fRp08f2NnZIUOGDPDw8MDatWthYmKCDh064MWLFymdJxERERERGQFVBcTbt2+RM2dOvWk//vgjFi5ciPfv3+O3337D+/fvUyRBIiIiIiIyHqoKiCJFisS5iRsAFC1aFLNnz8atW7fQvXt3hISEJHuCRERERERkPFQVEB07dsTq1avRtWtXHDhwQG+ek5MTJk6ciDNnzqBv374pkSMRERERERkJVQVE7dq1MW3aNDx+/BinT5+OM9/d3R2+vr4wNzdP9gSJiIiIiMh4qBrGFQDq1q2LunXrQkTine/i4oIDBw7g33//TbbkiIiIiIjIuKguIADg4sWLePToEX788UfY2NjEmW9hYYFy5colW3JERERERGRcVBUQb9++RZcuXXD+/HmICDQaDUqXLo1p06YhT548KZ0jEREREREZCVV9IGbOnImrV6+iV69e8Pf3x5AhQxAQEICRI0emdH5ERERERGREVF2B+Pvvv9G/f3+0bdsWAFC5cmXkypULAwcOREhICNKlS5eiSRIRERERkXFQdQXixYsXcfo8ODk5ITo6Gk+ePEmRxIiIiIiIyPioKiCioqJgYWGhNy1z5swAgPDw8OTPioiIiIiIjJKqAiIxCQ3rSkREREREqc8XFxAajSY58iAiIiIiom+A6vtAjB49GhkyZFAex1x5GDFiBNKnT69M12g0WLp0aTKmSERERERExkJVAVG2bFkAcZsrxTedTZqIiIiIiFIvVQXE8uXLUzoPIiIiIiL6BnxxHwgiIiIiIvp+sIAgIiIiIiLVWEAQEREREZFqLCCIiIiIiEg1FhBERERERKTaFxUQOp0OVatWxc2bN5MrHyIiIiIiMmJfVECICB49eoSIiIjkyoeIiIiIiIwYmzAREREREZFqLCCIiIiIiEi1LyogTExM4OHhgaxZsyZXPkREREREZMTMvuTJGo0GEyZMSK5ciIiIiIjIyLEJExERERERqcYCgoiIiIiIVGMBQUREREREqrGAICIiIiIi1VhAEBERERGRaiwgiIiIiIhINVXDuJ4+fTpJL1q2bNnPSoaIiIiIiIybqgKie/fuePfuHQBARKDRaOKNi5l37dq15MuQiIgMIrH9/bcmNS0LEZGhqSog/vrrL3To0AGBgYGYNGkS0qZNm9J5ERGRgWk0Gjx/9gwRERGGTuWLWFhY4IdcuQydBhFRqqGqgMidOzcWLlwIDw8PnDhxAkOGDEnpvIiIyAhERER88wUEERElL9WdqPPkyYPBgwdj5cqVePbsWUrmRERERERERkrVFYgYHh4eKFGiBJswERERERF9p5I0jKtGo4G1tTUyZcqUUvl8kp+fH1q3bm2w9yciIiIi+p4lqYB4+fIlLl68iKCgoBRKJ3ErV67EzJkzDfLeRERERESksglTREQEhg0bhp07d0JEAAB16tTBqFGjvsrViGfPnmHUqFE4efIkChUqlOLvR0RERERE8VNVQPj4+GDHjh1o2LAhbG1tERAQgLVr1wIApk2blqIJAsCVK1dgbm6OrVu3Ys6cOXj06FGKvycREREREcWlqoDYtWsXevTogZ49eyrTrKysMGbMGEyYMAEWFhYpliAAVKlSBVWqVEnR9yAiIiIiok9T1Qfi6dOncHJy0pvm4uKCqKgoPHz4MEUSIyIiIiIi46OqgIiIiIClpaXetOzZswMAwsLCkj8rIiIiIiIySkkahSk+MZ2qiYiIiIgo9fviAkKj0SRHHkRERERE9A1QfSdqX19fZM2aNc50b29vZMmSRXms0Wjg5eWVLMkREREREZFxUVVA5M2bFzdu3Ih3+n///ac3jVckiIiIiIhSL1UFxIEDB1I6D9UmTpxo6BSIiIiIiL5bqvpAvH79+rNe/HOfR0RERERExklVAdGoUSMsX74ckZGRql40NDQUCxcuhIeHxxclR0RERERExkVVAbFs2TLs3bsXlStXxqhRo3D8+HG8e/dOLyY4OBgHDx7EmDFjULlyZezbtw/Lly9PkaSJiIiIiMgwVPWByJ8/P5YtW4Y9e/bA398fa9euhUajQaZMmZA2bVq8ffsWoaGhEBGUKFEC48ePR40aNVI6dyIiIiIi+spUD+MKADVq1ECNGjVw584dnDhxAg8ePMC7d++QNWtW5M2bF87OzsifP39K5UpERERERAaWpAIiRuHChVG4cOHkzoWIiMhoiEiqGpo8tS0PERnOZxUQREREqZ1Go8Gbe/8hOjzE0Kl8MVPLdMhcUGvoNIgolWABQURElIDo8BBEhb43dBpEREZF1ShMREREREREAAsIIiIiIiJKgi8uIMLDwyEiyZELEREREREZuc/qAxEQEIDZs2fj2LFjePfuHdavX48NGzagSJEiaN26dXLnSERERERERiLJVyCuXbuGxo0b48qVK6hXr55y9cHU1BReXl7YvHlzsidJRERERETGIclXICZNmgRbW1ssWrQIALBy5UoAwPDhwxEeHo5ly5bBw8MjebMkIiIiIiKjkOQrEOfPn0e7du1gZmYW54Y0derUwd27d5MrNyIiIiIiMjJJLiAsLS0RFhYW77ygoCBYWFh8cVJERERERGScklxAODs7Y/bs2Xj69KkyTaPR4P3791i0aBEqVKiQrAkSEREREZHxSHIfiEGDBqFp06aoVasWrK2todFoMHHiRNy5cwcigunTp6dEnkREREREZASSfAUiT548+PPPP9G2bVuICH788UeEhITA3d0dmzZtQoECBVIiTyIiIiIiMgKfdR+IrFmzom3btujXrx8A4M2bN3jx4gV++OGHZE2OiIiIiIiMS5KvQAQHB6NTp05o2bKlMu3ChQtwd3dH7969E+xgTURERERE374kFxBTp07FtWvX0KtXL2VauXLl4O3tjX///Rfe3t7JmiARERERERmPJBcQBw4cwJAhQ1CnTh1lmoWFBapXr47+/ftjx44dyZogEREREREZjyQXEO/evUPmzJnjnZczZ04EBgZ+cVJERERERGScklxAWFtbY+PGjfHO27JlC7Ra7RcnRURERERExinJozB17doVXbt2RcOGDVG9enVkz54dgYGB+Pvvv3Hp0iXMnTs3JfIkIiIiIiIjkOQCwsXFBb6+vvD29sbs2bMhItBoNChevDh8fX3h4uKSEnkSEREREZER+Kz7QLi5ucHNzQ3h4eEICgpCxowZkS5duuTOjYiIiIiIjMxnFRDAh5vHhYaGQqfTISgoCEFBQcq8vHnzJkduRERERERkZJJcQNy7dw9DhgzBhQsXEoy5du3aFyVFRERERETGKckFhKenJ+7evYuePXsid+7cMDFJ8kBORERERET0jUpyAXH69GmMHz8e7u7uKZEPEREREREZsSRfPsiQIUOCN5IjIiIiIqLULckFRIMGDbBy5UqISErkQ0RERERERizJTZjSpk2Ls2fPonr16ihZsiTSpEmjN1+j0cDLyyvZEiQiIiIiIuOR5AJi8+bNyJgxI3Q6XbwjMWk0mmRJjIiIiIiIjE+SC4gDBw6kRB5ERERERPQN+OwxWHU6Ha5fv45Dhw7h3bt3ejeSIyIiIiKi1Omz7kT9559/Ytq0aXj+/Dk0Gg02bNgAb29vmJubY9q0abCwsEjuPImIiIiIyAgk+QrEjh07MGTIEJQrVw4zZsxQRmOqXr06/vnnH/j6+iZ7kkREREREZBySfAVi3rx5aNasGUaPHo3o6GhleqNGjRAYGIh169ahb9++yZkjEREREREZiSRfgbhz5w6qV68e77xSpUrh2bNnX5wUERERGV5qu+dTalseIkNJ8hWI7Nmz4/bt23B2do4z7/bt28iePXuyJEZERESGpdFoEHz5OKJD3ho6lS9mmi4TMtqWN3QaRKlCkguIOnXqYPbs2fjhhx/g4uIC4MMO5vLly/D19YW7u3uyJ0lERESGER3yFtHBrw2dBhEZkSQXEH379sWNGzfQt29fmJh8aAHVunVrhISEwMHBAX369En2JImIiIiIyDgkuYCwsLDAggULcPToUZw4cQJBQUHImDEjHB0d4eLiwjtRExERERGlYkkuIDp27IhOnTrB2dk53n4QKUGn08HHxwfr169HcHAwypYti5EjR6JAgQJf5f2JiIiIiOiDJI/C9O+//371qwy+vr5YtWoVPD09sWbNGuh0OnTq1AkRERFfNQ8iIiIiou9dkguISpUqYevWrYiMjEyJfOKIiIjAokWL0Lt3b7i6usLa2hozZszA06dPsWfPnq+SAxERERERfZDkJkyWlpbYunUrdu7ciaJFiyJdunR68zUaDZYuXZpsCV6/fh3v379H+fL/G3otU6ZMKFGiBE6fPv1Zoz6JCN6/fx/vPFNTU73HkRGhCb6ORqOBmXmaz4qNigxFQsNRazSAmXnaz4wNg4ggIjz+ZUyfPr3y/9DQUOh0ujgx4WEhiAiPhIXl/77byMgwSDyxMZISa26RVrmKFRUZDp0uOllizczTKB37o6IiEB4WmeD3nDZtWiU2IiIiTkEcFvoe4WEflsHcPA1M/n+9iIqMQHR0wsWzXmxUJKKjEr5KZmZuCVNTsyTHRkdHISoyPMFYUzMLmJmZf4iNikrwMwA+9GkyN///2OhohIWFKfNCQ0IQFvq/79HUzBzm5hZKbGREGBISO1an0yEiPOFtI0mxpmYwt7AE8GE7Dg8LUR0bEpJYrCnSpPnf9hnzmYWEvEdouP46Z2JqCkvL/8WGhiT8+WpMTJAmTdrPig0LDUlwzHqNRoM0adOpjk1nmfF/OSSw3cf4eB8REhKS4NXe2Pv/8PBwvZuLfkls2rT/2+6TIzbq/7eDT233H7+uEhsZicioqARj01hYKL8dSYmNjIxCRFTCOViam8PMzCzJsVFRUQj/aNnMxASW/79ex97uo6KiEB6e8P7EwsJC+X90tA5hiVz5Nzczg4W5WZJjdTodQsOTJ9bM1BSWFh+WTUQQEva/ZTM1C4N5rP2hmZkZLC2/bB/xpbEmJiZImzbtZ8WGhHxiu4+1zSUlNqn7CLWxYWFhiW7LSYlNly6d3nYflcg2l5TYz95HfCI2TZo0/9tHJCE2MjIy0dY2lpaWsfYR6mMT2u5FRH0rI0miVq1affIvOe3evVusrKwkNDRUb3rv3r2lc+fOSX69KlWqSKFChQRAvH916tSR+WsDxNPnqnj6XBVzi7QJxhYqVlaJ8/S5KukyZE0wNt+PtnqxWbLlTTA2Z+6ierE5cxdNMDZLtrx6sfl+tE0wNkeOHHqfhYuLS4KxFpZpZd6GJ8qfbZmqCcYC0IstU8490dhZK24rseVcf000dsrCS0qsS812icaO8z2lxFav3y3R2MuXLyufw6hRoxKNneT/t2w6/FY2HX4rbbp5Jho7dvZ2Jfa3flMTjf190joltuewuYnGDhy7VIkdOHZporE9h81VYr1mb0w01sfHR/kc/v7770Rju/UfJ4cvv5fDl9+L/+pDica27/a7Ertsy+lEY5u166PErtt9NdFYj2adldith+4mGlurQUs5fPm9nLsVKu/evUs0tnHjxnrbRmKxlV2ry5WA18pf2rTpEowt6+SsF5s1W/YEY21KltaLzZuvQIKxRX+y1ost+pN1grF58xWQ24/eKsvm4OCQYGxS9hFp06aVB/fvK39VqlRJ9HOLHVu3Tp1EY/+7fl2Jbdy4caKx58+dU2LbtGmTaOydO3eUZRs4cGCisTH7iKC712Vwz86Jxu5dv1xe/fevvPrvXxk9qE+isX8u81diJ40ckmjsar9ZSqz3hNGJxi6aOUmJXTRzUqKxixcvVj6Hbdu2JRrr4+Mjby8dk9cnd8lfvom/7pieHeX1yV3y+uQu2b94VqKxQzq1VGKPrZ6XaGzPlo2U2AublyQa27GRuxJ7c9eaRGPbtm2rfA7JuY+oU6eOXmy6dAnvI1xcXPRic+TIkWCsg4ODXmzBggUTjC1RooRebIkSJRKMLViwoF5scu0j0qVLpxdb5xPbfWyf2u7fvXunxLZt2zbR2OfPnyux3bt3TzT2c/YRIp8+jjh16pQSO3ny5ERj//77byXWx8cn0dht27YpsYsXL040dt26dUrsunXr4o0pVKiQVKlSRdRI8hWI5cuXJ/UpXyQ09MPZyNhnQYAPldSbN2+S/f1EgE6/FlYeTxisQWQCBV3BfOkwvEdx5fGs0aYIeRd/bJ4f0ujFLphijqDA+GNzZrPUi13ta4kXT+OPzZzRXC/2zyVp8Oh+/LFJYWaqQZdGuZXHWxdZ4nIi8bFj961Jg38Tie34Sy7lTMPxv9LiRCKxbevlQs6cOQEAFw+kwz+JxLasnROFCn3I49aJ9NibSGxSuNmnR9myH87g3jpumWhspZLp4FrxQ+zjC2kSja1gkw51/z/2za3EYx2t08Lj/2OjnqRNNPZnqzRK7PY3ieebFIVzW6CizYezVJYhief74w/mSmxWJJ5v/hz/i72bPvHYPNnMlNgXL9IlGpsry/9i371LYMP8DBnSmaNE4SzK48RO1qRLY6YXa2qScHBaS1O9WHOzhFuYWpqb6MVamicca25mgiJ5MybtzJIKGo0G+WMNZBH7jGt8YsemTZf4d5cvf35lHxH7rGR88ubLp+wjMmTIkGhsUokIMhfUIm32PInGZS6oRTar0gCAdDn3JRqbqcBPSmz6H44lGpsxX1ElNkPuC4nGZshb+H+xF24lGpsUIqLcfC1DSOL7k7Q/apHFsSYAIKMmW6KxafIVU2Izpb+SeGyewkps0N27icZa5vpRiY188SLRWCL6fBqRz7uv+5s3b3DmzBk8f/4cNWvWRFBQEAoXLpzsHax3796N3r1748KFC3o/UH369EFERATmzp2bpNerWrUqRAR//fVXvPN56TH+WF56NP5LjzGS2jwhoSZMHzM3N1cK+aTE6nQ65UTAl8YmpckBmyfEH8t9BPcR3EckPfbtsd0wCwtWHr8PS6QZqYkGaWKd9Ews1kSjQVrLz4sNCQ9PtHlzOkvLOLFmmbIha8XaH8Wq20c82rISEa+eIV2sHMIiIqFL5DAydmx4ZCSidckTm9bC/H/bfWQUohPZT30ca5o1J/L90jL+2E9s99f8fBD6+DEAwNLcDCb//7qR0dGIik6kmbeZKUz//3WTEhsVHY3IRGLNzUxh9hmxFrnzoGjHrnFi6tWrB41Gg/379yf4OjGSfAUCAObOnQs/Pz+EhYVBo9HAzs4OM2fOxOvXr7Fo0SJkypTpc142XnnyfDjz8/z5c/z444/K9OfPn0Or1X7Wa2o0mk+e1YqhNi6psR/3HUmu2NgHIMkZ+6mzi58ba2lpqezAkzPWwsIizlWrrx1rbm6u/PAmZ6yZmZlyoJCcsaampqrX4aTEmpiYpEhsUrbjpMQCKbfdcx+R9FjuI5Iey33EB8m5jwgJC0Zk4DPl8ae+4diHnZ+MjXVeISmxn1ob4os1T2P5yc8koe3e7N1rRAU+x8dlYWKj8aRU7MdlVlJizczNVK0X8W7LL18g+vEDAEDC5WZcCZe8Xxab8GmYxGMzIP7fo6RcBEhyAbFixQp4e3ujS5cucHNzw6+//goAaNWqFQYPHoxZs2ZhxIgRSX3ZBFlbWyNDhgw4efKkUkC8ffsWV69eRatWrZLtfYiIiIjiY5Y5u6FTSBapZTnI8D6rD0Tnzp3Rp08fvUvQLi4u6Nu3L/z9/ZO1gLCwsECrVq0wdepUZMuWDfny5cOUKVOQO3du1KhRI9neh4iIiOhjotMha+Wkj/horESng8YkyaP4E+lJcgHx+PFjODo6xjuvSJEiePny5Rcn9bHevXsjKioKw4cPR1hYGMqWLYuFCxeqvpxLRERE9DlS28F2alseMowkFxB58uTBuXPnUKFChTjzLl++rPRZSE6mpqYYNGgQBg0alOyvTURERERE6iW5gGjcuDG8vb2RJk0auLq6AvgwAsju3bvh5+eH9u3bJ3eORERERERkJJJcQPz22294+PAhpk6diqlTpwIA2rRpA+DD8E9dunRJ3gyJiIiIiMhoqCogTp06hZIlSyJt2rTQaDQYO3YsOnTogBMnTiAoKAgZM2ZE2bJlYWVlldL5EhERERGRAakqILp37w4/Pz/8/PPPaNOmDUaNGoWiRYuiUKFCKZweEREREREZE1UFhE6nw/Hjx5E7d26cOnUKd+/eTfQGQ3nz5k22BImIiIiIyHioKiBq1KgBHx8fzJkzBwDQs2fPROOvXbv25ZkREREREZHRUVVAjB8/HrVq1cLr168xbNgwdO3aVbkrNBERERERfT9UFRANGjTApEmT4OrqCm9vb7i5ucHOzi6lcyMiIiIiIiOj6naE9+7dQ2BgIIAPd6ImIiIiIqLvk6orEEWLFsXAgQOVYVpHjx6NDBkyxBur0WiwdOnS5MuQiIiIiIiMhqorEJMnT4aTkxM0Gg00Gg0AQETi/dPpdCmaMBERERERGY6qKxBWVlaYPXs2AMDa2hqjR49mHwgiIiIiou+QqgIituvXr6dEHkRERERE9A1QVUDEvvt0mzZtEo1lHwgiIiIiotRLVQEhIvH+/1OxRERERESUuqgqIJYvXx7v/4mIiIiI6PuS5D4QAPDkyRO8ePECGo0GuXPnRs6cOZM7LyIiIiIiMkKqC4iIiAgsXrwYa9aswdOnT/Xm/fjjj2jRogVatWoFU1PTZE+SiIiIiIiMg6oCIjw8HO3bt8e///4Le3t7NGzYEDly5ICI4NmzZzh27BgmTJiAgwcPwt/fH+bm5imdNxERERERGYCqAmLBggW4fPky5syZg6pVq8aZ369fPxw8eBB9+/bFypUr0a5du+TOk4iIiIiIjICqO1Hv2rUL7du3j7d4iOHq6orWrVtj27ZtyZYcEREREREZF1UFxMOHD+Hg4PDJuLJlyyIgIOCLkyIiIiIiIuOkqoAICwtDxowZPxmXKVMmhIaGfnFSRERERERknFQVECICE5NPh2o0mi9OiIiIiIiIjJeqAoKIiIiIiAhIwn0gevToAQsLi0RjIiIivjghIiIiIiIyXqoKCA8Pj5TOg4iIiIiIvgGqCogJEyakdB5ERERERPQNYB8IIiIiIiJSjQUEERERERGpxgKCiIiIiIhUYwFBRERERESqsYAgIiIiIiLVVN8HAgBevXoFjUaDbNmyAfhw34f169fj9u3b0Gq18PDw+OS9IoiIiIiI6Nul+grEhAkT4OLigs2bNwMAdDod2rdvj3HjxmH79u3w9PRE8+bNERoammLJEhERERGRYakqIDZs2IBly5ahZcuWqFatGgBg48aNOHv2LJo3b44TJ05g3759ePPmDebPn5+iCRMRERERkeGoLiBatWqFYcOGoWDBggCArVu3wtzcHP369YNGo0Hu3LnRvn177Nq1K0UTJiIiIiIiw1FVQNy6dQsVK1ZUHoeHh+PcuXOws7NDxowZlelarRaPHj1K/iyJiIiIiMgoqCogIiMjkSZNGuXxhQsXEBUVBUdHR7240NBQmJubJ2+GRERERERkNFQVEPnz58etW7eUx4cOHYJGo4Gzs7Ne3MmTJ5EvX77kzZCIiIiIiIyGqmFca9WqBT8/PxQpUgQ6nQ7r1q1DgQIF4ODgoMRcvHgRq1atQtu2bVMsWSIiIiIiMixVBUSnTp1w+vRptG/fHgCQLl06TJgwQZnfvn17nDx5EkWLFkWnTp1SJlMiIiIiIjI4VQVE2rRpsWzZMpw5cwYvX76Eo6OjcjM5AMiSJQt+++03dOzYEenTp0+xZImIiIiIyLCSdCfq2E2WYpsxY0ayJENERERERMZNVSfqO3fuICIi4pNxL1++xLJly744KSIiIiIiMk6qCog6derg+vXrymMRQdeuXfHgwQO9uEePHun1jUhuI0eOxNChQ1Ps9YmIiIiIKHGqCggR0Xus0+lw8OBBvH37NkWS+phOp8P06dOxdu3ar/J+REREREQUvyT1gTCE27dv448//sC9e/eQN29eQ6dDRERERPRdU3UFwpBOnDiBokWLYtu2bcifP7+h0yEiIiIi+q4Z/RWIli1bGjoFIiIiIiL6fwYtIB4+fIiqVasmOP/48eN695sgIiIiIiLDUl1AvHjxAo8fPwYAREdHA/gwbGvMtJiYpMiVKxd27NiR4PzMmTMn6fWIiIiIiChlqS4gevbsGWda165d9R6LCDQajeo3Nzc3R9GiRVXHExERERGRYakqIFLy3g5ERERERPTtUFVAeHh4pHQeRERERET0DTD6YVyJiIiIiMh4qLoCUaVKFdV9GzQaDfbt2/dFSSVk+fLlKfK6RERERESkjqoCwtHRMdECQkSwf/9+BAcHI0OGDMmWHBERERERGRdVBcTEiRMTnPfgwQP8/vvvCA4OhrOzM8aNG5dsyRERERERkXH5ohvJrVixAtOmTYOpqSk8PT3RpEmT5MqLiIiIiIiM0GcVEDFXHU6fPo2KFSti3LhxyJ07d3LnRkRERERERibJBcTy5csxffp0mJmZYdy4cWjcuHFK5EVEREREREZIdQER+6pD5cqV4enpiVy5cqVkbkREREREZGRUFRBLly7FzJkzYWFhgQkTJvDGckRERERE3ylVBcSECRMAAKGhofj999/x+++/Jxir0Whw9erV5MmOiIiIiIiMiqoCokePHqpvJEdERERERKmXqgKiV69eKZ0HERERERF9A0wMnQAREREREX07WEAQEREREZFqLCCIiIiIiEg1FhBERERERKQaCwgiIiIiIlJN9Z2oY7tz5w7++ecfhISEQKfT6c3TaDTo0aNHsiRHRERERETGJckFxJ9//omhQ4dCROKdzwKCiIiIiCj1SnIB4evriwoVKmDcuHHInTs3bzBHRERERPQdSXIfiMePH6NTp07IkycPiwciIiIiou9MkguIwoUL48mTJymRCxERERERGbkkFxADBgyAr68vTp48ifDw8JTIiYiIiIiIjFSS+0CMHz8er169Qrt27eKdr9FocPXq1S/Ni4iIiIiIjFCSC4j69eunRB5ERERERPQNSHIB0bNnz5TIg4iIiIiIvgGfdSO58PBw/Pfff4iIiFDuB6HT6RAaGoozZ85g4MCByZokEREREREZhyQXECdPnkSfPn3w5s2beOenT5+eBQQRERERUSqV5AJixowZyJo1Kzw9PbF161aYmJigYcOGOHToEFavXo358+enRJ5ERERERGQEklxA/Pfffxg3bhyqV6+O4OBgrFmzBi4uLnBxcUFkZCTmzp0Lf3//lMiViIiIiIgMLMn3gdDpdMiVKxcAoGDBgrh586Yyr2bNmhzClYiIiIgoFUtyAfHjjz/iv//+A/DhrtShoaEICAgAAERFReH9+/fJmyERERERERmNJBcQ9erVw9SpU7FixQpky5YNtra28PT0xIEDBzBnzhwUK1YsJfIkIiIiIiIjkOQColOnTmjWrBkuXLgAABg1ahSuXbuG7t27IyAgAIMHD072JImIiIiIyDgkuRO1iYkJhgwZojwuWbIk9u3bh4CAABQpUgQZMmRI1gSJiIiIiMh4fNaN5ADgzZs3OHPmDJ4/f46aNWsiQ4YMSJ8+fXLmRkRERERERuazCoi5c+fCz88PYWFh0Gg0sLOzw8yZM/H69WssWrQImTJlSu48iYiIiIjICCS5D8SKFSvg7e2N9u3bY926dRARAECrVq3w4MEDzJo1K9mTJCIiIiIi45DkAmL58uXo3Lkz+vTpAxsbG2W6i4sL+vbtiwMHDiRrgkREREREZDySXEA8fvwYjo6O8c4rUqQIXr58+cVJERERERGRcUpyAZEnTx6cO3cu3nmXL19Gnjx5vjgpIiIiIiIyTknuRN24cWN4e3sjTZo0cHV1BQCEhIRg9+7d8PPzQ/v27ZM7RyIiIiIiMhJJLiB+++03PHz4EFOnTsXUqVMBAG3atAHw4S7VXbp0Sd4MiYiIiIjIaCS5gNBoNBg7dizat2+PEydO4M2bN8iYMSPKli0LKyurlMiRiIiIiIiMxGffSK5w4cIoXLhwcuZCRERERERGTlUBMWzYMNUvqNFo4OXl9dkJERERERGR8VJVQGzevBkajQa5cuWCiUniAzdpNJpkSYyIiIiIiIyPqgKidu3aOHjwICIiIlCrVi3UrVsXP//8c0rnpnjy5AmmTJmCkydPIiIiAnZ2dhg6dCh++umnr5YDERERERGpvA/EjBkzcOzYMQwfPhzPnz9H+/btUaVKFUydOhXXrl1L0QQjIiLQuXNnvHjxAvPmzcOqVauQPn16tG3bFoGBgSn63kREREREpE91J+q0adOiTp06qFOnDt69e4e9e/dix44dWLJkCfLnzw93d3fUrVs32TtWnzlzBjdu3MChQ4eQK1cuAMCUKVPg5OSEAwcOoHHjxsn6fkRERERElLDPGoUpQ4YM8PDwgIeHB4KCgrB3717s3LkT8+bNg5WVFTZt2pRsCf7000/w9/dXigcASj+Mt2/fJtv7EBERERHRp6lqwpSY8PBwhIaGIiwsDNHR0Xj06FFy5KXImTMnXFxc9KYtX74cYWFhcHZ2Ttb3IiIiIiKixH3WFYhnz55h165d2LVrFy5cuIB06dKhWrVq6NKlS5IP6h8+fIiqVasmOP/48ePIli2b8njv3r2YNm0a2rVrB61W+znpExERERHRZ1JdQMQuGs6fP4+0adPCzc0NnTp1QqVKlWBhYfFZCeTKlQs7duxIcH7mzJmV/69evRqenp6oX78+Bg8e/FnvR0REREREn09VAdG8eXNcuHABlpaWcHFxwaxZs+Di4gJLS8svTsDc3BxFixb9ZNyUKVOwYMECtG/fHkOGDOH9JoiIiIiIDEBVAXHu3DmYmpqiWLFiCAwMxIoVK7BixYp4YzUaDZYuXZqsScYUD0OGDEGHDh2S9bWJiIiIiEg9VQVE2bJllf+LSKKxn5qfVCdPnsSCBQvQunVr1KtXDy9evFDmpUuXDunTp0/W9yMiIiIiooSpKiCWL1+e0nkkaNu2bUoOH+fRs2dP9OrVyxBpERERERF9lz5rFKavydPTE56enoZOg4iIiIiIkAz3gSAiIiIiou8HCwgiIiIiIlKNBQQREREREanGAoKIiIiIiFRjAUFERERERKqxgCAiIiIiItVYQBARERERkWosIIiIiIiISDUWEEREREREpBoLCCIiIiIiUo0FBBERERERqcYCgoiIiIiIVGMBQUREREREqrGAICIiIiIi1VhAEBERERGRaiwgiIiIiIhINRYQRERERESkGgsIIiIiIiJSjQUEERERERGpxgKCiIiIiIhUYwFBRERERESqsYAgIiIiIiLVWEAQEREREZFqLCCIiIiIiEg1FhBERERERKQaCwgiIiIiIlKNBQQREREREanGAoKIiIiIiFRjAUFERERERKqxgCAiIiIiItVYQBARERERkWosIIiIiIiISDUWEEREREREpBoLCCIiIiIiUo0FBBERERERqcYCgoiIiIiIVGMBQUREREREqrGAICIiIiIi1VhAEBERERGRaiwgiIiIiIhINRYQRERERESkGgsIIiIiIiJSjQUEERERERGpxgKCiIiIiIhUYwFBRERERESqsYAgIiIiIiLVjL6AuH//Prp16wYHBwc4ODigf//+ePbsmaHTIiIiIiL6Lhl1AREREYF27dpBp9Nh1apVWL58OZ4/f46uXbtCRAydHhERERHRd8eoC4gnT56gZMmSmDBhAqysrFC8eHG0a9cOV69exevXrw2dHhERERHRd8fM0AkkpmDBgpg1a5by+PHjx1i9ejVsbGyQNWtWA2ZGRERERPR9MuoCIrYOHTrg6NGjyJw5M5YuXQqNRmPolIiIiIiIvjsGbcL08OFDaLXaBP8CAwOV2EGDBmHdunWwt7dHu3bt8OTJEwNmTkRERET0fTLoFYhcuXJhx44dCc7PnDmz8v/ixYsDAGbOnAk3Nzds3LgRPXv2TPEciYiIiIjofwxaQJibm6No0aIJzn/y5AkuXLiAWrVqKdPSpUuH/Pnz4/nz518jRSIiIiIiisWoR2G6fv06+vTpg4CAAGXa27dvcefOnUQLDyIiIiIiShlGXUA4OzvD2toaQ4YMweXLl3HlyhX07t0bWbNmRaNGjQydHhERERHRd8eoCwgLCwvMnz8fP/74Izp16oTWrVsjU6ZMWLFiBTJkyGDo9IiIiIiIvjtGP4zrDz/8gGnTphk6DSIiIiIigpFfgSAiIiIiIuPCAoKIiIiIiFRjAUFERERERKqxgCAiIiIiItVYQBARERERkWosIIiIiIiISDUWEEREREREpBoLCCIiIiIiUo0FBBERERERqcYCgoiIiIiIVGMBQUREREREqrGAICIiIiIi1VhAEBERERGRaiwgiIiIiIhINRYQRERERESkGgsIIiIiIiJSjQUEERERERGpxgKCiIiIiIhUYwFBRERERESqsYAgIiIiIiLVWEAQEREREZFqLCCIiIiIiEg1FhBERERERKQaCwgiIiIiIlKNBQQREREREanGAoKIiIiIiFRjAUFERERERKqZGToBIiIiIjJuFjlyGzqFZPEly5EuX/5kzMRwkmM5WEAQERERUYJEp0P+Rm0NnUayEZ0OGpOkNcIRnQ4levRNmYQM4HM+g9jYhImIiIiIEvQlB5rG6HOWh5+BvtT1aRARERERUYpiAUFERERERKqxgCAiIiIiItVYQBARERERkWosIIiIiIiISDUWEEREREREpBoLCCIiIiIiUo0FBBERERERqcYCgoiIiIiIVGMBQUREREREqrGAICIiIiIi1VhAEBERERGRaiwgiIiIiIhINRYQRERERESkGgsIIiIiIiJSjQUEERERERGpxgKCiIiIiIhUMzN0Al/b8+fPER0djapVqxo6FSIiIiIio/DkyROYmpqqiv3urkBYWlrCzOy7q5uIiIiIiBJkZmYGS0tLVbEaEZEUzoeIiIiIiFKJ7+4KBBERERERfT4WEEREREREpBoLCCIiIiIiUo0FBBERERERqcYCgoiIiIiIVGMBQUREREREqrGAICIiIiIi1VhAEBERERGRaiwgiIiIiIhINRYQRERERESkGgsIIiIiIiJSjQUEERERERGpxgKCiIiIiIhUYwFBZGR0Op2hUyAiMloigpCQEEOn8dVFR0cbOgUyMvfv3zfYesEC4huwZcsWbNq0ydBpGCURMXQKyebw4cMIDQ2FiYlJqlquzxUYGGjoFIiMBvcJHyxZsgR9+vSBh4cHZsyYgatXrxo6pRS3fft26HQ6mJqaftcnmF69esXtIJYRI0ZgyJAhiIiIMMj7s4AwYiKCyMhI/P333/D19cW+ffsMnZLR0Wg0hk4hWaxYsQK//fYbvLy8EBoaCo1G813/UBw4cAAjR47E3bt3DZ2KQd29exfh4eGGTsNgnjx5YugUDGrNmjVYsmQJIiMjERUVBeD7vkI5c+ZMLFq0CMWKFUPNmjWxatUqzJ07F+/evTN0aikmODgYU6ZMwcCBAyEiMDEx+S7XgX379qF9+/a4fv06iwgAEyZMwJ49ezB8+HCkTZvWIDmwgDBiIgJzc3NYWloiMDAQvr6+2LFjh6HTMgo+Pj7o06cPrl69ipcvX+rN+9Z2rlFRUQgJCYFGo8HZs2cxevRovH///ru+EvHw4UMcPHgQfn5+uH37tqHT+epEBMePH0fPnj1x+PBhg51hMhQRwb///ouqVavi33//NXQ6BnHp0iWMHj0aEydOROPGjTFlyhQEBASkmpMmSXXp0iXs3LkTs2fPRu/evdG/f39MmTIFe/fuxblz5wydXooxMTGBpaUldu3ahV69ekGn032XRUTBggVx48YNTJkyBf/995+h0zGo8ePHY9u2bVi8eDFsbGwMlgcLCCNmYvLh63n06BFKlSqFPHnywN/f/7svIl6+fAl/f3/s3r0bvXr1Qt++fbF161Y8e/YMwP8+t2/l4NvMzAwVK1ZEpkyZkC1bNjx//hxjx45ViopvZTmSQ2RkJAAgS5YsEBFcuXIF/v7+CAgIMHBmX5dGo0GhQoVw69YtzJs3D4cPH1Y+m++BRqNBvnz5oNPpMGDAAJw5c8bQKX11OXPmhLOzMzp06ABra2vs27cPjRo1wtChQ5XfgJh9w/fQNj48PBw6nQ558uSBTqeDiMDe3h558uRRDihT40G1paUloqKiUKVKFdy+fRs9e/b8roqImHU8MjISWbJkwZUrVzBw4MDvtog4f/48li9fjmHDhqFEiRIAPqz3x48fx/r163Hx4kXlWCiljx1YQBihp0+fKl/806dPERISgl69eqFXr17Imzfvd19E5MiRAy1btkSjRo3QsGFDZMiQAYMHD0a7du0wadIkPHr06Js7+C5RogS6dOmCqKgoFC1aFDdv3oSnp+c3txxfytzcHABw5coVODk5oXnz5rh69Sr8/Py+uyIiKioKOXPmxNOnTzFq1CgcOXLkuyoiRAS5cuVChgwZ0LlzZ5w+fdrQKX1VuXPnhpWVFfbs2YMhQ4Zg8eLFaNasGf755x/0798f3bp1g5+fH969ewdTU1NDp/tVPHjwAC9evICJiQk0Gg0yZsyItGnTIjg42NCpJavYTbLOnz8PEcHAgQPRqVOn77KIAIDjx48jb9682Lp1K8zMzDBo0KDvsogoUKAA3N3dsXnzZrx+/RoA0K5dO3h5eWHy5Mno3r07Ro8ejVu3bqX41UoWEEZm5MiRmDhxotJkIVOmTKhTpw6yZs0Ka2trdO7cOd4i4ns5wIxhZ2eHPXv2oGTJkpg3bx5mz56N3LlzY926dWjbti0GDRqE8+fP4/3794ZONVE6nU75AXBwcED+/PlRrVo11K1bFxcvXvxuioh169bhzz//BPDhbKqIoGTJkmjevDkaNWr03RQRsb/jEydOIGfOnDhy5AgKFy783RURhw4dgrm5OXx9feHq6opu3bp9N0VEzD6hR48eiIqKwvTp05EvXz4MGTIEGzduRI4cOXD06FHMnDkTv/zyC4YNG4aLFy8aOOuUVbp0aXTp0kWvWAgNDcX79++VEw+xr9p/q3x9fbF+/Xrlcd68eWFra4usWbOidu3aaN++/XdRRCxduhS3b99Wfvuio6Oh1WqRK1cu+Pr6KkXV91ZEZM+eHbVr10ZERARWrlyJP/74A1mzZsX06dNx4sQJ9OvXD8+fP8fmzZsBpOxVORYQRmTChAnYvn07OnfuDEtLSwBAunTp0KZNGxQuXFi5ZBu7iNi5cyeA1NOZWK3atWvj559/xqRJkxAYGIgaNWpg0aJF+PHHHxEcHIyTJ0+iRYsWaNKkid7O2Bhs2LABK1asAPDhBy/mR8/Ozg6RkZFYsmQJOnbsiF9++QWXL19O1UWEiCA4OBg+Pj7YtWsXAMDU1BQVKlRAgwYNAHw4u9KkSZPvooiI2Y6jo6NhYmKCokWLAgCWL1+OfPnyYeTIkam+iIhpjqPRaFCgQAHkypULQ4YMQYUKFdC1a9fvooiIOSi0tLRE5cqVcezYMTx48ADAh/5fadKkweLFi+Hp6QmtVot//vkHmTNnNnDWyevmzZv4999/cfDgQbx48QIajQb9+vVDmTJl9OI0Gg3SpUunPJ49ezamTJli9CePEnL8+HHcuXMHwIdtIU+ePPDy8kLmzJmRLl06NGjQINUXEePHj8ecOXOUwlCj0aBRo0bo0KEDgA9F1YIFCwDguykiQkNDlf1+1apVUaZMGaxfvx4BAQFo1aoVfvrpJ5iamqJRo0aoUKEC9u3bp6wbKUbIKIwfP15+/vlnuXbtmoiIREVF6c3X6XSi0+mUx+fOnZNevXqJm5ub7Nmz56vmaiw2bdokZcqUkR07doiIyNChQ8XFxUWuXbsmV65ckQULFkijRo3k5s2bBs70f9atWydarVa0Wq107dpVNmzYIC9fvlTmv3nzRpo0aSIHDhyQiIgI8fHxEQ8PD+nVq5eEhIQYMPOUEbNOHzt2TKytrWXdunV68yMjI5X/L126VNzd3WXo0KFG9Z0mh927d8ucOXPE29tb2Qe8evVK7ty5oxfXrFkzqVixorJ+pBY3btyQixcvyuPHj/Wmx17+Z8+eSa9evaRMmTJy6tSpr5xhytq+fbv4+fmJj4+PXL58WW/e7du3pVSpUuLn5ycjRowQZ2dnuXDhgl7Mmzdvvma6Kc7b21vq1asnZcuWFRsbG6lWrZqMHj1a2QfGrPsPHz6UsmXLyp9//ikiIjNmzBCtViuXLl0yWO5fqk+fPtK1a9d450VHR4uISEhIiKxevVrq1q0rrVu31js2+NaNHz9eHBwclP2gyP+WW0T/WOjp06fi7u4uHh4ecuXKla+e69ewbt06+f3336Vq1ari7u4umzdvVua1bt1afv75Z3n27JmI/O/38s8//5QGDRpIaGhoiubGAsIITJo0SRwcHOT69esion/QFLNixOf06dMyYMAAuX//fornaCgLFy6U7du3602L2XlERUWJu7u7dOnSRfr37y8VK1aM88MaFhb21XJVY8eOHdKoUSOpU6eO1KhRQ7p16ybVq1eX/fv3y6NHj0REZOLEiTJu3DgREQkNDZUpU6ZI8+bNE10XvlU6nU6ioqIkIiJCPD09pVGjRsp2ECP2j8eKFSukUqVKMnLkyFRzAD1p0iRxdXWVBg0aSLly5aR06dLy77//6sXEXtZmzZqJm5ub7Nq1K1V8Bt7e3uLm5ia2trZSpkwZWb9+vd782N9/TBHh5OQkx44d+9qppohJkyZJhQoVpFevXmJvby9t27ZVDpSjo6MlMjJS/vjjD9FqtVKlSpV4D6xS0wGkl5eXODk5yd69e+XKlSty7949GTp0qDg7O8svv/wi7969U2IfP34sdnZ2sn37dvH39xdbW9s4BZixi/17JiLi5+cnHh4eotPp9Nb9j+NDQ0NlyZIl0rBhQ3ny5MnXSzgFfXwiNfaxkEjcE6siH4qISpUqSbNmzSQ8PPyr5Pm1TJ48Wdzc3GTixIkybdo0GTFihPz333/K5xAUFCT37t2L87xRo0ZJhw4dUvz4hwWEgc2aNUu0Wq3yYxh7A/H395fhw4dLcHBwgs83tgPk5DZkyBApWbKkHDx4UG96zOe0YcMG0Wq14uLionfgGbOTNZYfVj8/P9m3b5+IfDg70LlzZ2ndurWsXbtWfHx8pFy5cvLbb7/Jn3/+KdeuXZNSpUrJkSNHREQkPDxcXr16Zcj0k922bdviHCQfO3ZMfvnlF1m8eLGI6G8LsX9I16xZk2qK5vHjx0vZsmXlwoULEhYWJqdOnVKuOIWFhemtv7F/TOvWrSu1a9fWO5j6Fnl5eYmjo6Ns3rxZtmzZIsOGDfvkQeDz58+lffv24urqmuJn2FLavn37xM3NTTl7euHCBbG1tZWbN2/qHQzt2bNHtFqtTJ8+XUTiP5BKDby8vMTBwSHO2eTw8HBZs2aNODs7y6+//qp87w8fPpTKlSuLm5ublCpVSi5evGiItL9IUFCQ3uPt27eLvb29PH36NMHnxC4iUsvVpylTpoijo6Ny1TH2/m7nzp2JPvfZs2ep5jchxqpVq6Ry5cp663TMiYWPj2suXrwobdq0kcmTJ8uQIUP0irCUxD4QBpYzZ04AwJkzZ/DkyRNlNA1/f3/4+vqiVq1ayJAhQ4LPj+krkdrEtOfMkiULIiIi0KtXL6WNPADlc3JwcEDu3LlRrFgxaLVapY9ATFtyY+gbcuPGDUyfPl1pp1u/fn3UqVMHIoJt27ahadOmWLJkCYoXL44//vgDCxcuRIECBbBt2zYEBwfDwsIC2bJlM/BSJJ+dO3diwIABaNGiBebOnavcSbZ8+fJwdXWFt7c3nj17pnfX1dhtfJs2bYoCBQoYLP/kMn78eGzatAlLly6FnZ0dLC0tUbZsWRQrVgwvX76EpaWl3vprZmam3Exs27Zt8Pf3R/r06Q2V/hfz8vLCxo0bsXTpUvzyyy9o0KABfvvtN6RPnz7Rcf1z5syJyZMnY/Xq1UiTJs1XzDj5PXjwAD/88AN++uknAB/259myZcOkSZPQvn17jB07FgBQvXp1uLq6Yvv27Xj//n2qHHVp0qRJyo3zSpQoofSFiY6OhoWFBTw8PNCtWzc8evQICxcuhE6nQ758+VC0aFG8e/cOa9euRcmSJQ28FEkza9Ys/Prrr+jbty8mT56MAwcO4O3btyhSpEiCI0tFR0dDo9EgOjoaadKkQaZMmb5y1snv3LlzWLlyJRwcHFCoUCEA/+sQP3/+fPTt2xfXrl1L8Pk//PBDqvhNAD4c+0RFReHUqVNo27YtSpYsqfz2xdwwLuZ3IWZ46+joaISGhuLixYuIjo7GmjVrYG1tneK5soAwsObNm+OPP/7AnDlzlI61CxcuxMKFC+Ht7Q1nZ2cDZ2gYMTuPu3fvom7dumjatCkGDhyI3bt3KzEigoIFC6JNmzY4cuQILl26ZBQFw8d0Oh00Gg0sLCyUaQ0aNEDTpk0RHh6OAQMGwNzcHP369cOOHTtgZmaGt2/f4uTJk0a5PF/qhx9+gL29PVxcXLBmzRpMnDgRU6ZMAQD06dMHZcuWxahRoxAaGqrXASxFO4N9Zf7+/li+fDn27NmD4sWL690oLjIyEhkzZoz35nFmZmbKgVX+/Pm/Wr7JbeLEidi2bRuWLVsGa2trZVnz5MmDAgUKIG/evHrxMScGYn5Ic+TIgdy5c3/dpJNZzAhs6dOnVzr8enl5IU2aNChVqhR+/PFH7Nq1Cx07dgQA1KtXDw8fPsSRI0cMmXaykw8tIXDw4EGkTZsWERERiIyMhKmpKURE+dfCwgKNGzeGVqvFwYMHlf1B48aNsXHjRmi1WgMvSdKZmprCzc0Nz549w65duzBo0CBMmjQJV65cgZeXF3r16gU/Pz9s3boVAQEBiIyMVAqL1FRE5s2bF507d8b169cxcuRIAB/29/PmzVOOh4oXL27gLL8OExMTvH37FidOnFAG0YjvOODhw4cYNWoU1q1bB3t7e6xbtw5Lly7FhAkTUKxYsa+Sq9lXeRfSc/HiRbx9+xYiAmdnZ7Ru3Ro6nQ4TJkzA2bNnce/ePcyaNQvlypWDiKTKg0g1Xrx4gcDAQNSvXx9ubm7KwbaIoFatWkqcs7Mz0qRJgz179sDGxsZoDjRjvjszMzNkzJhROVsaHR0NU1NTuLu7AwBWrFiBMWPGYNCgQbC1tcWoUaPw7NkzWFhYJHr16VtVokQJ5MuXD5kyZcLQoUOxfft2bNiwAUePHkXv3r1RtWpVnDhxAkePHkW1atVS3Tbw5s0bPHz4EMCHfYGrq6tSXPr5+eHAgQPYsmULLCws4l32b/3AYffu3ViyZAnGjx+PEiVKICIiQln+TZs2KeOXX758Gfnz54eZmZmyHRjLtv0llixZgsqVK6NIkSJwc3ND1qxZkSVLFrx79w7NmjWDk5MTsmXLhqioKGzfvh3Tp0/Hv//+CxcXF5QqVeqrnFn8mt68eYMsWbJg69ataNy4MQYPHowxY8bAyclJWdc1Gg2ioqJgaWmJTp06oXv37rh58yZ++ukn1KlTx8BLkHTHjx9H+fLl0bNnT73pN2/exJs3bzB06FBcu3YNpUqVwpIlSxAcHAwTExNERESgbNmy8PPzQ9q0ab/5/eKGDRvg5OSEAgUKoEmTJjA1NcWqVaswefJk/PDDD1i8eDEmT578XZ1IjSmWNRoNXr16BSD+AiJz5sxInz49rl+/rkyLParjV5HijaRIz7Rp06ROnTpSvnx5qVq1qjRr1kxpz7p69WrRarXSq1evOO0ivwcPHjyQO3fu6I1KNG/ePKUt3+vXr2XkyJFiY2MTp03k2LFj5datW18138TEbpt948YNcXR0VJZDp9Ppte/866+/pFmzZtK+ffs4ncBTi4/bqj948EBKlSolK1asEJEPHeE6d+4szZo1k+7du0v9+vXF09PTEKmmqJht/f79+zJy5EjRarXKKGLz5s0TR0fHePtDpSZHjhyRjh07Ss2aNeXkyZPKdD8/P9FqtVKyZEmpWrWqaLVaKVu2rNSvX1/69OkjmzZtMmDWyePFixdSr149KV26tNLWO/b3HNPvIaaN86tXr8TBwUFWrlwpInE7lX7rli5dKn/88Yey746IiBB3d3epVq2aHD16VPlsYrf53rRpk7i7u8v79+8NkvOXOnbsmDg7O4uXl5cyLWYwhJjvt3///jJ06FAR+bCvvH37tmzfvl3mzJkjN27c+PpJp4CAgACpWbOm1KtXTx4+fCgiH7YPPz8/cXV1Fa1WK6dPnxaR1LsvjO3QoUNKH4dXr16Ju7u7DBgwINHRF1u2bCn9+/f/WinGwQLiK1qyZIk4OzvL2bNn5e7du7J//36pVKmSjBo1SomJKSImTZokz58/N1yyX9mcOXOkYcOGYmdnJ02bNlUOLD8WFBSkFBG7d+/+ylmqs2bNGhkxYoTS8fny5ctSvHhxvYOlj/31119Su3Zt6dq1q4SHhxtN5+/kMH/+fGndunWcjvArVqyQJk2a6BVNW7ZsES8vLylevLhotdo4w7p+y5YsWSJNmjTR6wA6YsQI0Wq10rt3b6lQoYIcOnTIwFl+HSdOnJDOnTtLlSpVJCAgQFauXCmOjo6yY8cOuXnzpty+fVsOHz4skyZNkt9++01cXFzkv//+M3TayeLSpUvSpk0bcXR0VEZQiT2aVuwBA4KDg6V58+by999/i4jxDAqRXLy9vcXJyUkmTpwot2/fFpH/FRHVq1eXo0ePKgfVMcvu6ekpffr0+WY70L969UrGjRsn9evXl0mTJinTY3/vw4cPlzp16qT6A+ddu3ZJs2bNxMPDQykinj9/LvPmzRNXV1cZO3asEpuaP4vly5eLVquV4cOHKwNjrFy5UrRaraxdu1YvNmYY26CgIGnVqlWCx0pfAwuIr0Cn00lYWJj0799fFi1apEwPCwuTnj17SvPmzfXiV6xYIVqtVqZOnZroSAypxfjx46V8+fKyYcMGWbNmjXh4eEj9+vUTHEUgKChIxowZI1qtVhnZyJh4enpKjRo1ZMKECRIUFCRPnz4Ve3t7adasmYwaNUp8fHxk//79cvXqVWWnKfLhzOyDBw8MmHnyO3LkiJw8eVLc3NzE3d1dhg8frvxQ3rp1S5o3by7z5s3Te05kZKRs375dmjZtKgEBAYZIO0UcPnxYHB0dpVOnTnpFxNixY8XGxkamTp0qInHv+ZIaBAQEyNWrV/Xu33Dq1Cn57bffxNHRUUqWLJnoyEvf6sFibLEPEC9fviwtW7bUKyKio6Pl2bNnsn37djl27Jg8ePBApk2bJs7OzsoQz6nR/PnzxdnZWcaPHx+niKhWrZocOXJEOXicMWOG/Pzzz99sMRmzDgQGBsqECROkbt26MnHiRGV+TCG5evVqqVy58jd7lSUpdu3aJb/++mucIsLPz09cXFxk5MiRSmxqLCIiIyPFz89PrK2tpXbt2jJo0CBl5M0hQ4ZIiRIlZNmyZXojMUZFRcnMmTOlSpUqBh19igXEV9S4cWPlsmSMRYsWSbly5SQ4OFhv44i5EjF79uxUudHEiBn3OfYQrP/++69otdo493+ILWYHbEzNlm7cuCHXrl2Tly9fyrhx46Rhw4YyYcIEOX36tDg7O0vnzp2lZs2ays2RSpQoIeXKlZNKlSrJ4MGD4x3z+1vm6+srWq1WDh8+LK9evZLZs2dLtWrVpHr16srViL/++ktsbGyU7zH2gXNqOGiMLSIiQk6cOCEVKlSQDh06KMt39+5dGT16tN46n5qKiDlz5kiTJk3E0dFRtFqtzJw5U5l38uRJ6dGjh97N0aKjo+Msf2r5LGK7ePGiUkTENGcKCAiQypUri729vdSqVUtq166d6m6Q9fTpU7l//77ewbGfn1+iRcTZs2dlxowZYmtr+83eJO7je3bELiJiX4kQETl//rxYW1vL1atXv3qeKSkgIECOHTsmR44c0TuZsHfvXvn111/ll19+UU6ixTRnqlq1qgwYMMBQKX8VV65cEUdHR2nZsqW0bdtWhgwZIqGhoUqLC61WK61bt5YZM2bItGnTpH///lKhQgWD7xvYiTqFLVmyBIULF1Y6zQFAYGCgMixnTCcxEVGGqjQxMUGzZs0gIihbtuw332kyIVOnTsWWLVuwfv16FC5cWOlMWbRoUfz444/xjkITI2vWrBg8eLDRdKqcNWsWtm/fjsePHyNbtmxo2bIlbGxscOrUKQQEBOD169cYMWIE8ubNi/DwcFy5cgWPHj3CzZs3cevWLbRv395oliU5jBs3DuvXrwcA3Lp1CxUrVkSXLl3QuHFjTJgwAV5eXti9ezfatGmDFi1aYMqUKZgyZQoyZsyodBxODUMU379/HxEREcidOzcyZMgAJycnTJ8+HQMGDED37t3h6+uLggULolOnToiOjkb//v0BQBnm91s3ZcoUbNq0CZ6ensiQIQPCw8OV/SAAODo6AgDCw8PRr18/TJo0CQ4ODsp+MMa32ll00aJFCA0NRb58+WBjY4MffvgBGTNmhImJCUqWLInRo0dj9OjRaNy4sbIfXLZsGd68eQMAyJcvH7Jnz27gpUg+/v7+2LlzJ+7cuQNHR0f88ssvqFOnDjp37gwTExMsWbIEANCsWTMUKVIEmzZtQpMmTdCiRQukT58ea9asgY2NjWEXIonOnTsHW1tbmJubK+u1iCBr1qzo0qULAODw4cNImzYtevXqBQDIlCkTRERZD1IDX19fHDx4EM+ePUNISAicnJxQqlQpWFhYKINlLFiwAL169YK3tzfy58+PRo0aISwsDHv37sWLFy+UYe9TmxIlSqBLly7Ys2cPrK2tcebMGXh6emLEiBEYM2YMypcvj+3bt2P37t3IkiUL7OzssGLFChQuXNiwiRuweEn1PD099c4uPXnyRC5evChRUVHKWQhvb2+pUqWK3vPWrl2b6s5Gf+zw4cNiY2Mjv//+uzItZplnzpwpjo6Oep2pjdn48eOVO6eePXtWBg8eLOXLl5crV67IjBkzpFKlSt/0mbOkirmqdOPGDWnRooVy1S32WeQNGzZI//79xdHRUXr06CGtW7eWw4cPGyrlFDFnzhypXr26lCxZUlxcXJR27JGRkXLixAlxdnaW9u3b6zVnirkSYaz9e5Jiz549UqVKFTl//nyceQ8ePJAbN24oN8K8cOGCdOrUSWrUqCEnTpz42qmmiOvXrytXXbRardSoUUOcnJykTZs2MmHCBNm0aZM8ePBAjhw5Iu3atZMKFSqkupthxTZ+/HgpV66ceHt7y7x588TZ2VmaNm0qz549U2IWLFgQ75WIjh07fpNn4/ft2ycuLi7i6+urNE/6+ErEq1evZMyYMeLh4aHcPPThw4dSr1495djhWzd58mQpX7687N27V548eSJ37tyR169fi4joNV3cs2ePciUipjnTq1evJDAw0BBpp7jo6Ghlfbhw4YIMGDBAjh8/LgsWLJDatWvL0KFDleZM4eHhSn8gYzk+ZAGRQmLuMJvQLdljTJgwQa+AmD17tmi1WmXnmVo9ffpURo4cKfXr11furioiMnfuXHFwcPhmRl8YN25cnDunRkVFSenSpWX+/Pki8uE7dXZ2lqlTpyo7wtQ2mkqM8ePHi4ODg7LeN2vWTDp06KDMj/19BgYGyubNm6Vy5cpKR2Jj2TF+qZg7LK9atUpWrFihtPWPacuu0+niLSLu378vXl5ecvPmTUOm/0ViDoz8/PziNNm8fv26TJw4UUqXLi1arVY8PDyUUahOnz4tLVq0kAYNGkhoaGiqaLa0bt06adGihdSuXVv8/Pxk2bJl0qtXL3FzcxMHBwext7cXBwcHZRuws7NLlf0dYk4qxO7Xdvr0adFqtcqoYzFiioiJEyd+09uBiMibN29k4MCBUr9+fZk3b16CRcTr16+lZs2aek2ZUstB86ZNm6R69erxjjA4f/58ZdCYGHv27JHmzZtLlSpVUuW2sH79elm+fHm883r37i1dunQRERF/f39xd3eXIUOGKM394huVzJBYQKSAcePG6e0sPz5YjH2QNHbsWKlTp46IfBji1c7OLtHOhKnJkydPZMyYMVK3bl1ZuHChLFiwQBwdHeWff/4REePZSBIyffp0sbe3V84SxQzBGBERIbVq1dLrMD9p0iSlw1zszlCpiaenp17xICIyePBg8fDw0CscPv5eb968KTNnzjSq/ixfIqaIin3G9PLly2Jvby+bN2/Wi40pIjp16qQM1/etF5cxP3bjx4+Xxo0bK9uFn5+f1KlTR0qWLCldunSRBQsWSNOmTaVBgwbKMp89e1YeP35ssNyTw9KlS2XOnDnK49WrV0vLli2lc+fOyrYfGBgoT58+lZ07d8ry5culV69e0qRJE7Gzs0s1Z51jTJw4URwcHJR+bhEREaLT6eT+/fvyyy+/KPuLmPVE5EMRYWNjI9OnT1fivyUhISHy8OFDCQ8Pl/fv38vvv/8u9erVi7eIiPl30KBB0rt3b4PlnBJ0Op2MHDlSZs6cqXe2XeTDycIKFSrIqFGjxM7OTq8z+bZt26R9+/ap7orc+vXrlSuSXbt2lQ0bNui1tHjz5o00adJEDhw4IBEREeLj4yMeHh7Sq1evRIdzNRQWEMlsxowZUqpUKaVyjn0wsGHDhjgbxIgRI6RRo0Yyd+5csbGxSdXNXI4fPy5//vmn7N+/Xxld6vHjxzJmzBhxc3OT4sWLy/Hjx0XE+K88PH36VLRarfTv3z9OQeDj4yM///yzPHnyRG/61KlTpWLFijJ9+vRUc6Zd5H8/gKNGjVKuxMR8f4sWLRJHR8dPjiZm7N+3Wl5eXlKuXDnlJEDMQdGrV6+kfv36cYbyjYqKkpMnT0qJEiWkR48eXz3f5DZs2DBp3769REdHy/bt26VGjRri7u4ubm5uYm1tLbVq1ZKjR48q97kJDg6W0qVLy9GjRw2c+ZfT6XQSGBgoQ4cOFUdHR1m8eLEyb82aNdKwYUPp2LFjvIVyzPqfWs46x1i8eLFotVqlWVrs/d6yZcvE2dlZrl+/LkFBQcrwlTFWrFjxTY7CtnjxYunSpYvY29uLvb29+Pv7S3BwsAwaNCjOlYiY7z08PFy6dOkSZ0S6b92rV6/E2dlZb1sQEdm5c6eUKVNGjhw5IjqdTtauXStarVaWLl2qxHy8PqQGmzdvlkaNGkmdOnWkRo0a0q1bN6levbrs379fOWacOHGijBs3TkQ+DCQyZcoUad68uV5TP2PBTtTJ6MaNG1i9ejVKliwZp5O0v78/5s6di8WLF6NAgQLKcwoUKIB169bhwYMHWL16NWxtbQ2Se0qbOnUq9u7dC+DDnZgzZ86MmTNnokCBAujatSs0Gg2OHDmCs2fPoly5cjA1NVXu2GyMcuXKhRUrVmDgwIGYO3cu2rZti/z588Pf3x9LlizBvHnzkDt3bkRHRwP4sB4MGDAA5ubm8PDwSFUdpqOiomBhYYHRo0cDACIjI2Fubg4AyJ49O96+fat8DrEdOHAAFSpUQJo0aYz2e06Kbdu2YenSpfD19YWNjQ3Cw8OVjuC7du3C06dPYWpqioCAAOTLlw8ajQYWFhZwdHTE0qVLv/nOshMmTMD+/fuxYMECmJiYoE6dOnjx4gXOnz+P0NBQdOjQAe7u7siSJQsAQKfTISAgAMWKFUOhQoUMmnty0Gg0yJo1K/r06YP06dPD398fIoL27dujadOm0Gg02LBhAyZMmIDhw4ejUKFCcfZxWbNmNeASJL8iRYrA3Nwc27dvR6FChZArVy4AwMKFCzFlyhSYmJhgyJAhuHXrFn744Qc4OTkhffr0aNOmDVq2bGng7JNu6tSp+Ouvv/Dbb7+hVq1aCAkJQcmSJZEhQwaMGDEC48aNw86dOxEREYFevXop3/2cOXNw+fJlDBs2zMBLkDzGjx+PatWqwdraGpaWlkifPj2AD78VZmZmyJYtG5YvX44SJUoAAGrUqIHJkyfj8ePHymvEPCc1+eWXXwAAO3fuRGhoKFxdXWFjY4M//vgDJUuWhLu7Oxo0aIBmzZrB1dUVzs7O6N27N969e6ccUxoVQ1cwqUVMO94lS5ZI48aNpWfPnsqlqZg7zMZ0kIrt8uXL4urq+s2Oa61GTH+Qs2fPyps3b2T//v3StGlTmTt3rhIT05ypdu3aMmvWLGW6sZ+pP3PmjDg7O8usWbNk8uTJ4ujoGG9n4NRyhv1jK1eulAEDBkj37t31mm3ELO+1a9fE2to6TsfYGTNmiFarTRVtXGOaV2zfvl2aNGkijRo10uvDFNPO19bWVqpUqSJarVZcXV2ldevWMmrUqFTRefzjvi8xnaMTErNdT548WZo3b650qPxWnTx5UtauXSvLli2TK1euSHBwsIwdO1acnZ31mjKuXbtWmjRpIh07dpS7d++KiPE31fxShw4dklKlSsmgQYNE5ENTNkdHR1myZIkcPXpUduzYIbNnz5Z+/fqJq6urODo6Kp/Nt+TPP/+UqlWr6rX1j9kPxrREeP/+vYwcOVLc3d2lVatWMmnSJOnfv78y6EZqMGHCBNFqtcq+oFu3btKkSRN58+ZNnNiYdf/gwYNSu3ZtOXfu3NdM9auIuQdO7KvPW7ZskVatWknr1q3lxYsXcv36dZk+fbrY2trKwIEDxd3dXYYOHSpv3741YOafxgIiGYwfP15sbW2VH8ElS5aIh4eHDB48WKZPny7lypVT2vXHFvMjmppvFjN58mQpW7ZsnAKpf//+MnDgQOVGayIfLneOHTtW6tevr9ce0tidPn1aHBwcxNbWNk4b99Rs4sSJ4uzsLDNnzpQuXbpIzZo1Zfjw4XoxgYGBYm1tLRs2bFCmzZo1S+zt7VNNc73YdxE+fvy4NGnSROrXry8hISGyYsUKcXR0lC1btsjFixfl9OnTsm3bNhkyZIg0bNhQHB0dv/mOojF9vmL6fMRuthl7BKazZ8/KhQsXJDg4WG7fvi2TJ0+W0qVLJ3jDyG/F9OnTpU6dOlK3bl1lLHcRkTt37oinp6dUqFBBFi5cqMSvXbtWmjVrJk2bNk11bbxjfHzi559//pGSJUtK7dq1xcnJKd6TaSLf5og7MQfBY8aMES8vL+U+JvE5ceKE3L17V3bv3i3du3eXdu3aiZeXV6oZNGXy5Mny888/6zXTW7FihVSoUEHmz5+vN6JQbKNHj5Z27dp98ycSPpbYPXC2bt0qv/76q7Rp00b5/u/fvy9Dhw6VypUri5ubm/J5GSsWEF/Iy8tLr4NYjCVLloi7u7tYW1vLtm3bRCT1noVOyLJly0Sr1SoH1TqdTvkM/vjjD6lQoYJUqlRJ7O3tlasOT58+lSFDhkjTpk2/qc7G58+fF0dHR5k0aVKqPSiILWb0qZgiIDIyUubOnSuNGzfWO/scHBws5cuXF39/fxER5SxLaikeYq7AdO3aVRl16+TJk9KkSRMpX7682Nvby8WLFxN8vrH/QHzK7NmzxdbWVrn5U+wDg3nz5kmDBg3kwYMHEhERIWPGjJGyZcuKg4ODeHh4iLu7e6ooHpycnOTEiRPy9u1buX//vrx48UKZ//DhQxkzZow4OzvLggULlOlLly6Vdu3affMdxj/29OlT5eD543+PHDmiFFixz6zGFJzf6pUYnU4n4eHhUqNGDVmxYoWIxH/l/P379+Lh4SGjRo36yhl+HT4+PqLVamX16tVx5v3222/y888/y5w5c/SuRLx8+fL/2rv3uJjz/Q/gr9GFyN1irdYlq4suKIVSrVwrqZYNlS0OEbkkl85js2clkVJKJUm5VFIuu+uy1JKs6OZgbc66rCXrONlY2ofEzLx/f/Sb7zYK45xlNPN+Ph4eD33nOzOfmUfNfN+f9/vz/tCGDRua9e7iLxIZGUlDhw6lvLw8OnPmDBUUFDS6Nvjmm2+EIEL2nVhbW0u//PJLs/hs4ADif7B582YyMDBoMmVJVH8B7erqSgsXLqSqqqpGt6u677//nmxsbCgoKEhoy0pUn8I2MzOjXbt2UV5eHkVHR5ORkREVFhYSUf029rL3qzmR7TgdEREhXFCpoue7T8kChsuXL5OtrS3l5ORQfHw8Xb58mcRiMfn4+FBYWBjFxsaqVPDwfAZmzJgxtGrVKiKq7//u4+NDI0eOFBbTy/72G85QNteLJqL62WLZvgbPdw5KTk4mS0vLRuVZubm5tGPHDjp58uQ7uSjwdfzwww/k7u7e5L4VZ8+epSNHjtC5c+foxx9/pPDw8EaLSZsq6WjOZLsGL1u2jK5du9ZkcHzq1CkyMzOjpUuXNqsJIkW4ubm9MDiQBRQrV64kLy8vuUC7OX8GyMiykB9//DE5OzvT6dOnG13rBAQEkI2NDTk6OtKGDRto/vz5FBgYSE5OTs1yj4+XedUeOD/99JPwO5CXl0eenp7k5+fXZKvbdxkHEP+l8PBwoR3Xzp075cqQGv7hyMqZAgMDhYvid72u/69UWFhIDg4ONH/+fLp58yalpqaSlZUVFRQUCOc8evSIbG1tafXq1c3+w7SsrIzs7e0pNDRUJer7n/ey7lNxcXE0YMAAcnNzIxsbGxoyZAjl5+fTihUryMDAgAYNGqQywcOLMjAeHh7C33dRURFNmTKFJkyYQDdv3iQi1ZtAqKioED7fZDXcshr3hmUqslnmq1evNvs2tTL5+fk0evRoYa2bRCKh4uJi4fdd9i8sLIx+/PFHCgsLI2NjY2GWWpXU1NTQnDlzaOjQoTRlyhQyMTEhf39/OnLkSKMS3YKCAjIzM6MVK1bIZWuaK6lUSs+ePRO6LF25cuWF537++ec0depUlboGiIiIIHNzc2HG3MXFhcaMGUNFRUWNPu8OHTpEoaGhNGvWLJo7dy7t379fJb8nFdkDx83Njb799lsiqm9b6+zsTHPmzKG6urpmcx3EAcR/QRZtX7t2jdLT08nQ0JBSUlKEzaCIGgcRkyZNIj8/v2azu/J/q7Kyki5fvkw1NTVCbXhBQQE5ODjQ+PHjycLCQpixk11I/P777+Tu7k6ZmZlKG/df6ezZszR27FiV+HJsSmlpKdnb29Pq1auFTEtycjINHjyY8vLyqKqqimpqamjKlCk0efJkOnDgADk7O6tMivpVGZg9e/bQ5s2b6aeffqJDhw6Rt7c3ubu7q1x/f5mKigqaMGECLVu2jFatWkXW1tZNLgxfu3YtOTs7q8zMe2FhIbm4uFB+fj7V1NRQRESEUJK5du1aKigooKNHjwqbpVVVVVFkZGSzbE2qiKNHj9KAAQPo3LlztGfPHpo4cSIZGBjQ5MmTKSYmhqqrq4Ve9gUFBWRgYEChoaEqczFdUVFBpqamLwyM6urqaP78+RQZGamE0b0Z1dXV5O/vL1eKWFdX99Iggkh+3ZgqWr16NX3yySev3APH1dVV+P3/9ttvm13lAgcQr+mbb74hGxsbuT+Y5OTkVwYRycnJ5O3t3WhvAFWyceNGcnd3p4EDB5K7uztt3rxZuLgqKioiOzs78vT0bDQLHRcXR/b29iq1duBd3PTlr6RI96m1a9fSpEmT6Pbt2yoTTCmagRk6dCjZ2NhQXl4enT59msaNG0fTpk1rlptiKaKiooKcnJzIxMREmGGXSqXCa924cSOZm5s3uxT9y9y9e5cmTpwoLJA0NjYmT09PqqiokMuyeHp6UnJyMhE1Xjza3DX8vpNIJPTZZ5/RjBkzSCqV0u3bt+no0aPk7u5OBgYGNHbsWAoJCaGKigqSSCRUVlamMptHyuTm5tKAAQMoKCiIzp07JxyvqamhmJgYsrW1VbkAUvY7LcvEyI41FUQ8Hyyq0mfhtWvXqLS0lKqqqmjfvn00ceJEcnZ2JgcHh5fugfOihgLNAQcQr+nJkydCFqHhl4QiQYTsF0cVhYeHk5WVFeXl5dH58+dpyZIl5ObmJjfrfOrUKXJwcKB58+YJ7dri4uLI1NRUbXbfViVNdZ9qeNG4YsUKmj9/vsrNNr1OBubTTz8lovouNM1tdul1/etf/yIXFxdatGiR3CSBqq19aaiyspIyMzMpISGBioqKhMXBsu+Gqqoq8vb2pmPHjhGRal0wJSUlUXR0tFwgvXXrVrK0tKSioiLhWEBAADk5OZGXlxcNHDiQDAwMaMmSJa9s9dscSSQSOnjwIFlYWNDIkSNp5syZtGDBApo1axY5ODioXK1/U14VRKii2NhYGj16NJmamtKwYcNo8+bNFB8fT4sWLSJ/f3/auXOnXIcpiURCFy5coMmTJzfrEi4OIBRUWlpK+/fvp9jYWDp48GCTC8QUCSJU0dq1a+V6wBPV7yJpY2NDmZmZQpcKoj/LmYKCgmjZsmVkamqqkhcW6uJF3adiY2PJwsLipfXAzZmiGRgXFxeVumh8FVk5U2BgIF2/fp2Sk5NVNnhQRFRUFI0ZM0YlM89RUVFkYGBASUlJwqSaWCymjz/+mAIDA4mIaPny5TRs2DChVfEPP/xAaWlpzb518avcvHmTNm/eTHPnzqX58+dTamqqSmXYX+X5IMLJyYlOnjypMuVqDYWHh5O1tTXl5eVReXk5LVu2jKytrV84KapKe+BwAKGAmJgYmjBhAnl4eJCdnR0FBATIXRQ8X6pkaGhIqampckGEqoqNjSUDAwO5xaSy98PX15dmzZpFn376Kfn5+QmbA508eZLMzc3J3NxcLWZkVF3D7lO//fYbJSYmqsVFoyIZmMDAwGa1KO6vIFtYbWdnp1YTBIWFhZSWlkbl5eV0/Phx+vLLL8nCwkJlNghrSmJiIhkYGFBCQoLQJES2iN7V1ZWGDx/O2WU11TCIGDFiBLm7u6tcaa+smUbDv3GxWEyWlpZyG+Kq6h44msreCftdFxMTg+zsbMTFxaF///7o0KED7t+/D5FIhLy8PBgZGaFnz56QSCTQ0NDA7NmzIRKJEBkZCS0tLfj4+Cj7JbwxEokEz549AwDcvHkT+vr60NHRAQBs2bIFZ86cwcyZM/HHH3/g7Nmz8PX1xf79+2FnZ4dt27ahU6dO6N27txJfAfsrWFpaYuPGjQgODsbp06dRWVmJrKwsmJiYKHtob5SlpSW2bt2K2bNn48qVK6isrISenh4AYOPGjcjLy0NWVha0tbWVPNK3y8jICGFhYQgNDUVKSgr69++v7CG9FZqamoiPjwcRoXPnztDT00NmZqZKvn6pVIoWLVpg7ty5kEqliIuLAwDMmDED48aNQ2pqKu7cuYO9e/fiww8/VPJolYOIIBKJGv1fXWhqakIsFkNbWxv5+fn4z3/+I1wfqIKYmBjk5uZi//796N27N54+fQptbW1IpVJ06dIFHTp0AAA8ffoUBw8exMGDB0FE0NPTw7Nnz5CZmQlDQ0Plvoj/lXLjl3fbsWPHaPz48VReXk5E8mse0tLSyMDAgFxcXITUZMNMRFpamsotEGto69atwt4Oa9asoQEDBlBOTg4REW3ZsoWsrKzoxIkTwvlHjx4lExMToRaYqZ6SkhIaPnx4s59VeV3qmoF5FVVbMKyIyspK+uc//0k3btyQ2yxNFTUsR5FtIhYfH091dXWUnJxMxsbGKrVonv13VKVtc0Mva6axadMmsrCwaFS2mJOTQ+np6VRYWNjs98CRERERKTuIedfQ/88WREVFoaqqCmFhYWjZsqVwe3JyMrZt2wZvb2+UlpbiwYMHSExMhJ6enlrMNFRVVWHs2LFYuHAhfH19AQARERHIzMyEnZ0dzp07h+joaAwfPhxisRiampq4dOkSAgMDsX79elhaWir3BbA35smTJ2jVqpWyh/HWlZeXIzg4GLq6uqisrMSuXbtUPgPDmCwTAQAJCQmIj4/H0qVL0bdvXyxduhQzZsxAQECAkkfJ2F+vrKwMwcHBGD16ND777DP07NkTW7ZsQUpKCpKSkmBpaQmJRAIA0NDQUPJo34wWyh7Au4iIIJFIUFRUhJ49e6Jly5aQSqUAgBMnTiAzMxMbN25EYGAgZs6cCbFYjPXr16Ourk7JI3872rZti+7du+PXX38VjoWEhGDGjBn47rvv4OLiguHDhwOoT2MCQF5eHnR1ddGrVy+ljJm9HeoYPACAhYUFIiMjcf/+fezevZuDB6YWWrRoIXw3zps3D4GBgYiLi4O+vj6sra1x9OhRocyVMVViaWmJ6OhoHDlyBPv27cP69euRmpqKmJgYYZJUQ0NDZYMHAOA1EE2Qzai0bt0a165dkzs2cOBAubpee3t7IUPRMEuhqqRSKXR0dDBs2DDhvZGt/1i8eDEkEgnS09Px0Ucfwc3NDdra2oiLi0N6ejp2796N9957T8mvgLE3Y8iQIfjuu+/UNohi6qlFixbCd8C8efNw7NgxbN++HX5+fujSpQu0tLSUPUTG3ggLCwvExsZi7ty5ePLkCcLCwmBra6vsYb01HEA0QVbVZWpqisLCQlRUVMDY2BgA0LFjR3Ts2BFA/cX0pUuX0Lp1azg5OQn3VdUSpobpaj09PRw+fBiPHj1Cu3bthHOCg4MhkUiwatUq6Ojo4Pr160hNTUVWVhaMjIyUNXTG3goOHpi6efr0KR48eIBu3boBALp3745u3bpxqSpTCy9rpqHquISpCSKRCCKRCJMmTcKdO3ewfft2/Pbbb43Oa9GiBQ4fPgxtbW2hZEEVg4dz587h4cOHePLkiXBsxIgRaN26NaqrqwH8GXQBwPLlyzF9+nQsXboUW7du5ZIOxhhTUeXl5fDz88OaNWsQHh6Oc+fOwdHRUdnDYuytMTc3R0JCAr7++mtkZGTg9u3byh7SW8EZiJfQ19fHypUrERoaCrFYDC8vLwwePBgAUFlZiZycHOzZsweZmZkqW5qTmpqKqKgo6Orqok+fPrCwsIC+vj4GDx6M2tpaVFRUoE+fPo0Cp2XLlqFz584YMWKESrYxZIwxBvTu3RtDhgxBWVkZunfvjp07d0JfX1/Zw2LsrZK1M1+yZAkeP36MOXPmoEePHsoe1hvFXZheQSqV4vDhw/jHP/6Btm3bokePHpBKpWjVqhVqamqwevXq5t/L9wWys7Nx6dIlWFtb4969ezh//jwuXryIhw8fokOHDrhz5w78/PwQFBTEda6MMabGZBlqLuNj6qy4uBhffPEFdu3ahS5duih7OG8UBxAKqqysxMmTJ3H9+nVoamrC1tYWxsbGKpt5KC0thY+PD/T19eHj4wNPT0+IRCKhlKm8vByXLl3C9u3bsXDhQkyfPp2/OBhjjDGm1mpra1Vq07wX4RImBenp6cHb21vZw3hrunfvjq5du+L69es4cOAAnj59Cjc3N7Rv3x7t27eHk5MTnJyc0L59e8TExEBTUxPTpk3jIIIxxhhjaksdggeAA4jXQmqyNT39/3brS5cuxa5duyAWi5GZmQmRSAQPDw+0adNG6Mjk7++PFi1aIDIyElpaWvDx8VH28BljjDHG2BvEAcRraBgwqHLwIHttBgYG6N27N1xdXXHo0CFs27YNIpEI7u7uaNOmjXDurFmzoKWlJWwexxhjjDHGVBevgWAAgHv37gnrOWSbAgHAl19+iatXr2LXrl0ICQlBaWkpfH19hSCi4d4QjDHGGGNM9fGVH0NiYiICAwORlJQkFzwA9e1YRSIRDh06hIiICJiYmGD79u04cOAA/vjjDw4eGGOMMcbUDGcg1FxVVRXs7OwAANra2ujXrx8++eQT2NraolevXnj27BmSkpJw8+ZNREdHAwCCgoLw/fffIzg4GJMnT1bZci7GGGOMMdYYTx+rua5duyI7OxudOnWCk5MTOnbsiBMnTsDX1xc5OTmoqamBr68vSktLsXv3bgDAhg0bMGrUKFhbW3PwwBhjjDGmZjgDwQAAZWVlCAkJgZOTE8zNzXHr1i2kpKSgb9++cHR0hLa2Ns6fP4+QkBB07NhR2cNljDHGGGNKwgEEE5SVlSEoKAhOTk5YvHgx/v3vf+P48eNIT09HTU0NamtrkZubCxMTE2UPlTHGGGOMKQkHEExOWVkZFixYABcXF8yaNQvvvfceampqkJycjOLiYqxfvx69e/dW9jAZY4wxxpiScADBGikvLxeCiGnTpqFXr16QSqWoq6tTmx0WGWOMMcZY0ziAYE0qLy/HkiVLYGdnh1mzZkFPT0/ZQ2KMMcYYY+8A7sLEmmRhYYF169ahpKSEsw6MMcYYY0zAGQj2UrW1tRxAMMYYY4wxAQcQjDHGGGOMMYVxCRNjjDHGGGNMYRxAMMYYY4wxxhTGAQRjjDHGGGNMYRxAMMYYY4wxxhTGAQRjjDHGGGNMYRxAMMYYUwpuAsgYY82TprIHwBhj7K+xYsUK7N+//6XnWFlZYefOnW9pRE17+vQpoqKiYGJiAldX11eef/HiRWRlZaGkpAT37t1Dq1atYGRkhMmTJ8PFxeUtjJgxxlhDvA8EY4ypiFu3buH+/fvCz4mJiaioqMCmTZuEY7q6uujXr58yhie4ffs2HB0dERERAQ8Pj5eem56ejsjISFhaWsLd3R09e/bEw4cPcezYMXz99dfw9vbG559//pZGzhhjDOAMBGOMqYwPP/wQH374ofBzp06doK2tjYEDBypvUP+D4uJirF27tskgYdSoUTA0NMS6devg4uLSbF8jY4w1R7wGgjHG1ExOTg48PDwwcOBAmJmZYeLEiThy5Ihw+759+2BsbIycnBzY2NjAysoK165dAwCkpqbC0dERZmZmmDJlCo4fPw4DAwMUFxcL979y5Qr8/f0xePBgDB48GPPmzUNlZSWAP7MPABASEoKRI0e+cJwJCQl4//33sXTp0iZvnz59OhwdHVFbWyscq6urQ2RkJOzt7WFiYoIJEybg8OHDcvcbOXIk4uLisG7dOgwfPhxmZmaYOXMmfvnlF7nzysrK4O3tDXNzc1hZWWH58uVyGR7GGFNXHEAwxpgaycjIwMqVKzFq1CgkJycjKioK2traCA4Oxt27d4XzJBIJtm3bhvDwcISEhEBfXx+bNm1CVFQUxo8fj8TERJibm2PRokVyj3/jxg1MmTIF1dXVWLduHcLDw1FZWYmpU6eiuroaXbt2FUqq5s6dK1de1dDDhw9RWloKR0dHtGzZsslzNDU1kZiYiGHDhgGoX5Q9b9487N69G35+fkhKSsKgQYOwePFiHDhwQO6+O3bswM8//4yIiAisXr0aly5dwvLly4XbS0tL4evri1atWiE2NhZ///vfUVJSgunTp+PJkyev+7YzxphK4RImxhhTI5WVlZg5cyYCAgKEYx988AE8PDxQXl4OZ2dn4ficOXPg4OAAAHj8+DFSUlLg5eWF4OBgAICtrS1qa2uRnZ0t3GfTpk3Q0dFBeno6dHV1AQDDhg3DqFGjsHXrVixfvhxGRkYA6kuujI2Nmxznr7/+CqlUij59+sgdJyJIJBK5YyKRCBoaGigqKsKpU6cQExMDJycnAMCIESNQW1uLqKgouLi4QFOz/muvXbt2SExMhIaGBoD69SPx8fF48OABOnbsiOjoaPTp0wfJycnCOebm5nB2dsbevXvh5eX1Gu86Y4ypFs5AMMaYGlmxYgWCg4Px6NEjnD9/Hl999RUyMjIA1HdHakh2oQ8A58+fx5MnTzBu3Di5c57vgnT27FlYWVmhVatWEIvFEIvF0NXVhaWlJYqKihQep1QqbfL4mTNnMGDAALl/vr6+wm0ikQj29vbCc4vFYowcORL37t3D1atXhccxNTUVAgMA6N69OwCgtrYWtbW1uHDhAuzt7UFEwuPo6elBX18fp0+fVvh1MMaYKuIMBGOMqZFbt25h5cqVOHPmDLS0tNC3b18YGhoCaLwvQ+vWrYX/y2r/O3XqJHdO586d5X7+/fffcfjw4UbrDpq678v06NEDQP2aiYbMzMyQm5sr/PzFF1/IPTcRYfDgwU0+ZlVVlRAU6ejoyN3WokX9fJpUKsWjR48glUqRkpKClJSURo/zopIqxhhTFxxAMMaYmpBKpZg9eza0tLSQm5sLIyMjaGpq4tq1a/jqq69eel/ZDH11dTX69u0rHH9+UXHbtm0xfPhw+Pn5NXoMWfmQIjp16oRBgwYhPz8fwcHBQrZAV1cXpqamwnlt2rSRe+7WrVtjx44dTT5mr169FHruNm3aQCQSwdfXV66kS+b54IMxxtQNlzAxxpiaePDgAW7cuIFJkybB1NRUuKAvLCwE8OKyIQAwNDRE27ZtkZeXJ3f82LFjcj/LOjYZGRnB1NQUpqamMDExQXp6unDfhqVDLyPr3hQZGdnkrtUPHz5EVVWV3HM/fvwYRCQ8t6mpKa5cuYKEhASIxWKFnldXVxfGxsb4+eef5R7no48+Qnx8vFzHKcYYU0ecgWCMMTXRuXNnfPDBB8jIyED37t3Rrl07nDp1Spixb9gO9Xm6urr429/+hri4OOjo6MDKygolJSXIysoC8GcJUEBAAKZMmQJ/f39MnToVLVu2RHZ2NvLz8xEXFwegPlMA1K9Z0NfXh7m5eZPPOWLECISGhiIiIgLnz5+Hu7s7+vTpg8ePH6OkpAR79+5FXV0dpk+fDgCwt7fHkCFDEBAQgICAAOjr6+PixYuIi4vDiBEjXquEKigoCLNnz8aSJUvg6uoqdKW6cOGC3AJ0xhhTRxxAMMaYGklMTER4eDhWrFgBbW1t9OvXD0lJSVizZg3Kysrg4+Pzwvv6+/uDiJCdnY3U1FSYm5sjODgYERERwnoJQ0NDZGRkICYmBsuWLQMRoX///khISBD2f9DV1YWfnx+ys7Nx8uRJnD59GlpaWk0+p5eXF6ysrJCVlYW0tDTcvXsXGhoa6NOnD7y9veHp6Ylu3boBqA9itmzZgo0bNyI5ORnV1dXo1q0b/Pz8MG/evNd6n2xtbZGamopNmzZhwYIF0NLSwoABA5CWlsab1jHG1J6ImsoLM8YYYw2IxWIcPHgQ1tbWeP/994XjGRkZWL16NYqLi9GuXTsljpAxxtjbwgEEY4wxhTg7O0NbWxtz585Fx44dceXKFcTGxmLUqFGIiIhQ9vAYY4y9JRxAMMYYU0hlZSU2bNiA4uJiPHr0CD169ICrqyv8/f1fWILEGGNM9XAAwRhjjDHGGFMYt3FljDHGGGOMKYwDCMYYY4wxxpjCOIBgjDHGGGOMKYwDCMYYY4wxxpjCOIBgjDHGGGOMKYwDCMYYY4wxxpjCOIBgjDHGGGOMKYwDCMYYY4wxxpjCOIBgjDHGGGOMKez/AHj5+wZ2AjAyAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#find the average difference NES between P1 and P2 for each gene \n",
    "nes_diff_list = []\n",
    "for gene in sig[\"Target_Gene\"].drop_duplicates().values:\n",
    "    gene_df = sig[sig[\"Target_Gene\"] == gene]\n",
    "    # separate P1 and P2\n",
    "    p1_df = gene_df[gene_df[\"Condition\"] == \"P1\"]\n",
    "    p2_df = gene_df[gene_df[\"Condition\"] == \"P2\"]\n",
    "    \n",
    "    #just calculate thge mean NES difference\n",
    "    mean_nes_p1 = p1_df[\"NES\"].mean()\n",
    "    mean_nes_p2 = p2_df[\"NES\"].mean()\n",
    "    nes_diff = mean_nes_p1 - mean_nes_p2\n",
    "    nes_diff_list.append({\n",
    "        \"Target_Gene\": gene,\n",
    "        \"Mean_NES_P1\": mean_nes_p1,\n",
    "        \"Mean_NES_P2\": mean_nes_p2,\n",
    "        \"NES_Difference\": nes_diff\n",
    "    })\n",
    "nes_diff_df = pd.DataFrame(nes_diff_list)\n",
    "print(nes_diff_df)\n",
    "#plot the NES difference\n",
    "plt.figure(figsize=(8, 6))\n",
    "#order difference nes_diff_df\n",
    "nes_diff_df = nes_diff_df.sort_values(\"NES_Difference\", ascending=False)\n",
    "#remove genes with nan values\n",
    "nes_diff_df = nes_diff_df[nes_diff_df[\"NES_Difference\"].notna()]\n",
    "sns.barplot(data=nes_diff_df, x=\"Target_Gene\", y=\"NES_Difference\", palette=\"coolwarm\")\n",
    "plt.axhline(0, color='black', linestyle='--')\n",
    "plt.xlabel(\"Target Gene\")\n",
    "plt.ylabel(\"Mean NES Difference (P1 - P2)\")\n",
    "plt.title(\"Average NES Difference Between P1 and P2 Across Shared Pathways\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "#save as a pdf\n",
    "plt.savefig(loc+\"figures/mean_NES_difference_P1_P2.pdf\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#run for a single gene\n",
    "for gene_of_interest in nes_diff_df[\"Target_Gene\"].values:\n",
    "    gsea_esr1_df,pre_res_ap, pre_res_mp = run_gsea_for_gene(adata, gene_of_interest)\n",
    "    #add together res2d from pre_res_ap and pre_res_mp\n",
    "    pre_res_ap.res2d[\"Promoter\"] = \"P2\"\n",
    "    pre_res_mp.res2d[\"Promoter\"] = \"P1\"\n",
    "    combined_res2d = pd.concat([pre_res_ap.res2d, pre_res_mp.res2d], ignore_index=True)\n",
    "    from gseapy.scipalette import SciPalette\n",
    "    sci = SciPalette()\n",
    "    NbDr = sci.create_colormap()\n",
    "    #add new column name 'Adjusted P-value' from FDR q-val\n",
    "    combined_res2d[\"Adjusted P-value\"] = combined_res2d[\"NOM p-val\"]\n",
    "    combined_res2d[\"Direction\"] = np.where(combined_res2d[\"NES\"] > 0, \"Up\", \"Down\")\n",
    "    combined_res2d[\"Promoter_Direction\"] = combined_res2d[\"Promoter\"] + \"_\" + combined_res2d[\"Direction\"]\n",
    "    combined_res2d = combined_res2d[(combined_res2d[\"NOM p-val\"] < 0.05) & (combined_res2d[\"FDR q-val\"] < 0.25)].copy()\n",
    "    ax = gp.dotplot(combined_res2d,figsize=(3,5),\n",
    "                    x='Promoter_Direction',\n",
    "                    x_order = [\"P1_Up\",\"P1_Down\",\"P2_Up\",\"P2_Down\"],\n",
    "                    title=f'GSEA Dotplot for {gene_of_interest}',\n",
    "                    cmap = NbDr.reversed(),\n",
    "                    size=3,\n",
    "                    show_ring=True)\n",
    "    ax.set_xlabel(\"\")\n",
    "    #make the size larger for plt.savefig\n",
    "    plt.gcf().set_size_inches(6,10)\n",
    "    plt.savefig(f\"gsea_dotplot_{gene_of_interest}.pdf\")\n",
    "    #save plot \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x4800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_comp=pd.DataFrame(pd.concat(comp_gene_list))\n",
    "all_comp.columns=MP.columns\n",
    "all_comp[\"Promoter\"]=all_comp[\"Guide\"].str.split(\"_\").str.get(1)\n",
    "all_comp[\"Target_Gene\"]=all_comp[\"Guide\"].str.split(\"_\").str.get(0)\n",
    "all_comp_mean=all_comp.groupby(\"Target_Gene\").agg({'logfoldchanges': 'mean'})\n",
    "all_comp_mean.reset_index(inplace=True)\n",
    "all_comp_mean.columns=[\"Target_Gene\",\"logfoldchanges_mean\"]\n",
    "all_comp=all_comp.merge(all_comp_mean,on=\"Target_Gene\")\n",
    "all_comp_mean=all_comp.groupby(\"Target_Gene\").agg({'Target_Gene':\"count\"}).rename(columns={\"Target_Gene\":\"Count\"})\n",
    "all_comp_mean.reset_index(inplace=True)\n",
    "all_comp=all_comp.merge(all_comp_mean,on=\"Target_Gene\")\n",
    "all_comp=all_comp.sort_values(by=\"Guide\")\n",
    "all_comp.to_csv(loc+\"files/singlecell_shortread_analysis/differential_exp_list_full.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "all[\"Mutual_Exclusivity\"]=all[\"Overlap_Gene_Num\"]/(all[\"MP_Gene_Num\"]+all[\"AP_Gene_Num\"])\n",
    "\n",
    "n_term=pd.read_table(\"alt-prom-crispr-fiveprime/reference/all_pivot_simple_nterm.txt\")\n",
    "n_term=all.merge(n_term, right_on=\"Gene_symbol\",left_on=\"Target_Gene\")\n",
    "\n",
    "n_term=n_term[[\"MP_Gene_Num\",\"AP_Gene_Num\",\"Overlap_Gene_Num\",\"Mutual_Exclusivity\",\"Ensembl_ID\",\"Gene_symbol\",\"Nterminus_Change\"]]\n",
    "# all_comp_pivot\n",
    "all_comp_all=all_comp.merge(n_term, left_on=\"Target_Gene\", right_on=\"Gene_symbol\" ,how=\"outer\")\n",
    "all_comp_all=all_comp_all.sort_values(\"Nterminus_Change\",ascending=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "apu",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}